**Instruments Affected**: MIRI, NIRCam
Tested on MIRI Simulated data
This notebook processes a set of images through calwebb_image2 and calwebb_image3 and examines the output table of the source_catalog step.
This test uses simulated MIRI F770W (options for F560W or F770W) data of a crowded star + galaxy field.
The pipeline documentation can be found here: https://jwst-pipeline.readthedocs.io/en/latest/jwst/source_catalog/main.html
The pipeline code is available on GitHub: https://github.com/spacetelescope/jwst
The algorithm and discussion for this step can be found at the following page:
https://outerspace.stsci.edu/display/JWSTCC/Vanilla+Point+Source+Catalog
The steps of this test are as follow:
1) Set up data path and directory and image files name.
2) Run output of calwebb_detector1 through calwebb_image2.
3) Run output of calwebb_image2 through calwebb_image3.
4) Read in output table of source_catalog step and print ecsv table
5) Display image and overplot detector sources from ecsv table.
6) Look at plots of total flux in Jy and AB mag.
7) Look for matches between expected source positions (RA and Dec) from simulated catalog to output from source_catalog.
8) Compare magnitudes and magnitude differences between input simulated catalog and output found sources.
The data used in this test consist of a set of four simulated images in the F770W filter of MIRI, at four different dither positions. The data have 4827 stars of varying flux levels and just over 200 galaxies in the image. The MIRI Image simulator (MIRISim) was used to create the simulations.
# Create a temporary directory to hold notebook output, and change the working directory to that directory.
from tempfile import TemporaryDirectory
import os
data_dir = TemporaryDirectory()
os.chdir(data_dir.name)
# For info, print out where the script is running
print("Running in {}".format(os.getcwd()))
Running in /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmpe8r4lgya
import os
if 'CRDS_CACHE_TYPE' in os.environ:
if os.environ['CRDS_CACHE_TYPE'] == 'local':
os.environ['CRDS_PATH'] = os.path.join(os.environ['HOME'], 'crds', 'cache')
elif os.path.isdir(os.environ['CRDS_CACHE_TYPE']):
os.environ['CRDS_PATH'] = os.environ['CRDS_CACHE_TYPE']
print('CRDS cache location: {}'.format(os.environ['CRDS_PATH']))
CRDS cache location: /grp/crds/cache
The following packages are needed to enable this notebook to run:
#import pytest
import numpy as np
from glob import glob
import json
import matplotlib.pyplot as plt
import photutils
from astropy.io import fits, ascii
from astropy.coordinates import Angle
from astropy.table import Table, vstack, unique, join
from astropy import table
from astropy.coordinates import SkyCoord, match_coordinates_sky
from astropy.visualization import simple_norm
from astropy import units as u
from astropy.modeling import models
from astropy.wcs import WCS
# Box download imports
from astropy.utils.data import download_file
from pathlib import Path
from shutil import move
from os.path import splitext
import jwst
from jwst import datamodels
from jwst.datamodels import RampModel, ImageModel
from jwst import associations
from jwst.associations import asn_from_list
from jwst.associations.lib.rules_level3_base import DMS_Level3_Base
from jwst.pipeline import calwebb_image3
from jwst.pipeline import calwebb_image2
from jwst.pipeline import calwebb_detector1
from jwst.pipeline import Detector1Pipeline, Image2Pipeline, Image3Pipeline
from ci_watson.artifactory_helpers import get_bigdata
def create_scatterplot(catalog_colx, catalog_coly, title=None):
''' Function to generate a generic scatterplot.
'''
fig = plt.figure(figsize=(8, 8))
ax = plt.subplot()
ax.scatter(catalog_colx,catalog_coly)
plt.xlabel(catalog_colx.name)
plt.ylabel(catalog_coly.name)
if title:
plt.title(title)
# Band info from constants in miricap
# wref in microns and zeropoint in Jy
band_info = {
"2MASS J": {'wref': 1.235, 'zeropoint': 1594},
"2MASS H": {'wref': 1.662, 'zeropoint': 1024},
"2MASS Ks": {'wref': 2.159, 'zeropoint': 666.7},
"Johnson U": {'wref': 0.36, 'zeropoint': 1823},
"Johnson B": {'wref': 0.44, 'zeropoint': 4130},
"Johnson V": {'wref': 0.55, 'zeropoint': 3781},
"Johnson R": {'wref': 0.71, 'zeropoint': 2941},
"Johnson I": {'wref': 0.97, 'zeropoint': 2635},
"Johnson J": {'wref': 1.25, 'zeropoint': 1603},
"Johnson H": {'wref': 1.60, 'zeropoint': 1075},
"Johnson K": {'wref': 2.22, 'zeropoint': 667},
"Johnson L": {'wref': 3.54, 'zeropoint': 288},
"Johnson M": {'wref': 4.80, 'zeropoint': 170},
"Johnson N": {'wref': 10.6, 'zeropoint': 36},
"Johnson O": {'wref': 21.0, 'zeropoint': 9.4},
"UKIRT V": {'wref': 0.5556, 'zeropoint': 3540},
"UKIRT I": {'wref': 0.9, 'zeropoint': 2250},
"UKIRT J": {'wref': 1.25, 'zeropoint': 1600},
"UKIRT H": {'wref': 1.65, 'zeropoint': 1020},
"UKIRT K": {'wref': 2.20, 'zeropoint': 657},
"UKIRT L": {'wref': 3.45, 'zeropoint': 290},
"UKIRT L'": {'wref': 3.80, 'zeropoint': 252},
"UKIRT M": {'wref': 4.8, 'zeropoint': 163},
"UKIRT N": {'wref': 10.1, 'zeropoint': 39.8},
"UKIRT Q": {'wref': 20.0, 'zeropoint': 10.4},
"MIRLIN N": {'wref': 10.79, 'zeropoint': 33.4},
"MIRLIN Q-s": {'wref': 17.90, 'zeropoint': 12.4},
"MIRLIN N0": {'wref': 7.91, 'zeropoint': 60.9},
"MIRLIN N1": {'wref': 8.81, 'zeropoint': 49.4},
"MIRLIN N2": {'wref': 9.69, 'zeropoint': 41.1},
"MIRLIN N3": {'wref': 10.27, 'zeropoint': 36.7},
"MIRLIN N4": {'wref': 11.70, 'zeropoint': 28.5},
"MIRLIN N5": {'wref': 12.49, 'zeropoint': 25.1},
"MIRLIN Q0": {'wref': 17.20, 'zeropoint': 13.4},
"MIRLIN Q1": {'wref': 17.93, 'zeropoint': 12.3},
"MIRLIN Q2": {'wref': 18.64, 'zeropoint': 11.4},
"MIRLIN Q3": {'wref': 20.81, 'zeropoint': 9.2},
"MIRLIN Q4": {'wref': 22.81, 'zeropoint': 7.7},
"MIRLIN Q5": {'wref': 24.48, 'zeropoint': 6.7},
"MIRLIN K": {'wref': 2.2, 'zeropoint': 650.0},
"MIRLIN M": {'wref': 4.68, 'zeropoint': 165.0},
"WISE W1": {'wref': 3.4, 'zeropoint':309.54},
"WISE W2": {'wref': 4.6, 'zeropoint':171.787},
"WISE W3": {'wref': 12., 'zeropoint':31.674},
"WISE W4": {'wref': 22., 'zeropoint':8.363},
}
# code from miricap.imager section written by Christophe Cossou of the MIRI EC team.
def get_band_info(band, system):
"""
Retrieve information on a given band in a dictionnary 'band_info' that need to be
available in global variable of the script at this level.
:param str band: Band name (e.g. V for Johnson)
:param str system: possible values: Johnson, 2MASS, UKIRT, MARLIN)
:return: wref in microns and zeropoint in Jy
:rtype: tuple(Quantity, Quantity)
"""
system_list = ["Johnson", "2MASS", "UKIRT", "MARLIN"]
if system not in system_list:
LOG.info(f"Unknown system '{system}'. Possible values: {system_list}")
return None, None
key = f"{system} {band}"
try:
band_dict = band_info[key]
zeropoint = band_dict["zeropoint"]
wref = band_dict["wref"]
except KeyError:
bands = [k.split()[1] for k in band_info.keys() if system in k]
LOG.info(f"Unknown band '{band}' for '{system}'. Available bands are: {', '.join(bands)}")
return None, None
return wref * u.micron, zeropoint * u.Jy
def mag2flux(magnitude, band, system="Johnson"):
"""
Convert magnitude in a given band/system into flux in mJy (and return the corresponding wavelength reference
:param float magnitude: magnitude in a given bandpass
:param str band: band name (e.g 'V' or Johnson system)
:param str system: (By default Johnson, possible values: Johnson, 2MASS, UKIRT, MARLIN)
:return: flux in mJy and wref in microns
:rtype: tuple(float, float)
"""
wref, zero_point = get_band_info(band, system)
flux = zero_point * 10.0 ** (-0.4 * magnitude)
print(f"Magnitude {magnitude} in {system} band {band} -> Flux: {flux} at {wref} microns")
return flux.to(u.mJy).value, wref.value
def extrapolate_flux(flux, wref, waves, temperature_star):
"""
From a flux and reference wavelength, will return the flux for other wavelength
(using the star effective temperature for the spectrum shape)
To convert magnitude flux in a band, use one of the following website for instance:
- http://ssc.spitzer.caltech.edu/warmmission/propkit/pet/magtojy/
- https://www.gemini.edu/sciops/instruments/midir-resources/imaging-calibrations/fluxmagnitude-conversion
:param float flux: Star flux in mJy
:param float wref: reference wavelength (microns) corresponding to the flux given in parameter
:param waves: list of wavelengths you want to extrapolate the star flux on.
:type waves: float or list(float) or np.array(float)
:param float temperature_star: star effective temperature in K
:return: flux values for all required wavelengths. Unit will be the unit of the input flux
:rtype: quantity or np.array(quantity)
"""
flux = flux * u.mJy
wref = wref * u.micron
waves = waves * u.micron
bb_star = models.BlackBody(temperature_star * u.K)
extrapolated_flux = flux * bb_star(waves) / bb_star(wref)
print(f"Assuming T={temperature_star} K, Flux: {flux} at {wref} -> Flux: {extrapolated_flux} at {waves}")
return extrapolated_flux
print(jwst.__version__)
print(data_dir)
1.4.3 <TemporaryDirectory '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmpe8r4lgya'>
# Read in new dataset from Box
def get_box_files(file_list):
for box_url,file_name in file_list:
if 'https' not in box_url:
box_url = 'https://stsci.box.com/shared/static/' + box_url
downloaded_file = download_file(box_url)
if Path(file_name).suffix == '':
ext = splitext(box_url)[1]
file_name += ext
move(downloaded_file, file_name)
# Use F560W data set
#file_urls = ['https://stsci.box.com/shared/static/g8ozd2wkdo9klrtkafpe9qegpzhpd66a.fits',
# 'https://stsci.box.com/shared/static/ym75nbqdi32t9wnbanm6s57itqixniyc.fits',
# 'https://stsci.box.com/shared/static/0bqh6ijsc6kd7cyv6gtnj9kvly9t885f.fits',
# 'https://stsci.box.com/shared/static/tywadpqcjhp9yxyv0sy91hc79red92xm.fits',
# 'https://stsci.box.com/shared/static/lpcgp7jkq6lmjj2lxpk63jz9u05qgk3a.cat',
# 'https://stsci.box.com/shared/static/15j6hkjc28zow4rjepob2t75dl887zs3.cat']
#file_names = ['det_image_seq1_MIRIMAGE_F560Wexp1_rate.fits',
# 'det_image_seq2_MIRIMAGE_F560Wexp1_rate.fits',
# 'det_image_seq3_MIRIMAGE_F560Wexp1_rate.fits',
# 'det_image_seq4_MIRIMAGE_F560Wexp1_rate.fits',
# 'input_sim_stars.cat',
# 'input_sim_galaxies.cat']
# Test with F770W data set
file_urls = ['https://stsci.box.com/shared/static/8573htf1p8mhk4e49z9b483dp975y3lz.fits',
'https://stsci.box.com/shared/static/p69h7uzlmqwlzf6kqqbf4lu9ibz28tc6.fits',
'https://stsci.box.com/shared/static/js8k6j20rek1oago057wxn08dhuticij.fits',
'https://stsci.box.com/shared/static/es253mc3m1sptusj9c9ctl1blidr1qdl.fits',
'https://stsci.box.com/shared/static/lpcgp7jkq6lmjj2lxpk63jz9u05qgk3a.cat',
'https://stsci.box.com/shared/static/15j6hkjc28zow4rjepob2t75dl887zs3.cat']
file_names = ['det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits',
'det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits',
'det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits',
'det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits',
'input_sim_stars.cat',
'input_sim_galaxies.cat']
box_download_list = [(url,name) for url,name in zip(file_urls,file_names)]
get_box_files(box_download_list)
# Run Calwebb_image2 on output files from detector1
ratefiles = glob('*rate.fits')
print('There are ', len(ratefiles), ' images.')
callist = []
# cycle through files
for im in ratefiles:
pipe2 = Image2Pipeline()
rampfile = ImageModel(im)
filename = rampfile.meta.filename
# Set pipeline parameters
pipe2.save_results = True
pipe2.output_file = filename +'_cal.fits'
pipe2.resample.save_results = True
pipe2.suffix = None
calfile = pipe2.run(rampfile)
callist.append(calfile)
print(callist)
2022-03-24 14:05:48,099 - stpipe.Image2Pipeline - INFO - Image2Pipeline instance created. 2022-03-24 14:05:48,101 - stpipe.Image2Pipeline.bkg_subtract - INFO - BackgroundStep instance created. 2022-03-24 14:05:48,104 - stpipe.Image2Pipeline.assign_wcs - INFO - AssignWcsStep instance created. 2022-03-24 14:05:48,105 - stpipe.Image2Pipeline.flat_field - INFO - FlatFieldStep instance created. 2022-03-24 14:05:48,107 - stpipe.Image2Pipeline.photom - INFO - PhotomStep instance created. 2022-03-24 14:05:48,110 - stpipe.Image2Pipeline.resample - INFO - ResampleStep instance created.
There are 4 images.
2022-03-24 14:05:49,203 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:49,208 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmpe8r4lgya/det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits_cal.fits', 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_bsub': False, 'steps': {'bkg_subtract': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_combined_background': False, 'sigma': 3.0, 'maxiters': None}, 'assign_wcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}, 'flat_field': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}, 'photom': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}}}
2022-03-24 14:05:49,215 - stpipe.Image2Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits' reftypes = ['area', 'camera', 'collimator', 'dflat', 'disperser', 'distortion', 'drizpars', 'fflat', 'filteroffset', 'flat', 'fore', 'fpa', 'ifufore', 'ifupost', 'ifuslicer', 'msa', 'ote', 'photom', 'regions', 'sflat', 'specwcs', 'wavelengthrange', 'wfssbkg']
2022-03-24 14:05:49,424 - stpipe.Image2Pipeline - INFO - Prefetch for AREA reference file is '/grp/crds/cache/references/jwst/jwst_miri_area_0004.fits'.
2022-03-24 14:05:49,427 - stpipe.Image2Pipeline - INFO - Prefetch for CAMERA reference file is 'N/A'.
2022-03-24 14:05:49,427 - stpipe.Image2Pipeline - INFO - Prefetch for COLLIMATOR reference file is 'N/A'.
2022-03-24 14:05:49,428 - stpipe.Image2Pipeline - INFO - Prefetch for DFLAT reference file is 'N/A'.
2022-03-24 14:05:49,428 - stpipe.Image2Pipeline - INFO - Prefetch for DISPERSER reference file is 'N/A'.
2022-03-24 14:05:49,428 - stpipe.Image2Pipeline - INFO - Prefetch for DISTORTION reference file is '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf'.
2022-03-24 14:05:49,430 - stpipe.Image2Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-03-24 14:05:49,431 - stpipe.Image2Pipeline - INFO - Prefetch for FFLAT reference file is 'N/A'.
2022-03-24 14:05:49,431 - stpipe.Image2Pipeline - INFO - Prefetch for FILTEROFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf'.
2022-03-24 14:05:49,433 - stpipe.Image2Pipeline - INFO - Prefetch for FLAT reference file is '/grp/crds/cache/references/jwst/jwst_miri_flat_0729.fits'.
2022-03-24 14:05:49,434 - stpipe.Image2Pipeline - INFO - Prefetch for FORE reference file is 'N/A'.
2022-03-24 14:05:49,435 - stpipe.Image2Pipeline - INFO - Prefetch for FPA reference file is 'N/A'.
2022-03-24 14:05:49,435 - stpipe.Image2Pipeline - INFO - Prefetch for IFUFORE reference file is 'N/A'.
2022-03-24 14:05:49,436 - stpipe.Image2Pipeline - INFO - Prefetch for IFUPOST reference file is 'N/A'.
2022-03-24 14:05:49,436 - stpipe.Image2Pipeline - INFO - Prefetch for IFUSLICER reference file is 'N/A'.
2022-03-24 14:05:49,436 - stpipe.Image2Pipeline - INFO - Prefetch for MSA reference file is 'N/A'.
2022-03-24 14:05:49,437 - stpipe.Image2Pipeline - INFO - Prefetch for OTE reference file is 'N/A'.
2022-03-24 14:05:49,437 - stpipe.Image2Pipeline - INFO - Prefetch for PHOTOM reference file is '/grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits'.
2022-03-24 14:05:49,438 - stpipe.Image2Pipeline - INFO - Prefetch for REGIONS reference file is 'N/A'.
2022-03-24 14:05:49,439 - stpipe.Image2Pipeline - INFO - Prefetch for SFLAT reference file is 'N/A'.
2022-03-24 14:05:49,439 - stpipe.Image2Pipeline - INFO - Prefetch for SPECWCS reference file is 'N/A'.
2022-03-24 14:05:49,439 - stpipe.Image2Pipeline - INFO - Prefetch for WAVELENGTHRANGE reference file is 'N/A'.
2022-03-24 14:05:49,440 - stpipe.Image2Pipeline - INFO - Prefetch for WFSSBKG reference file is 'N/A'.
2022-03-24 14:05:49,440 - stpipe.Image2Pipeline - INFO - Starting calwebb_image2 ...
2022-03-24 14:05:49,500 - stpipe.Image2Pipeline - INFO - Processing product det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-03-24 14:05:49,501 - stpipe.Image2Pipeline - INFO - Working on input <ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits> ...
2022-03-24 14:05:49,680 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:49,682 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}
2022-03-24 14:05:49,893 - stpipe.Image2Pipeline.assign_wcs - INFO - Created a MIRI mir_image pipeline with references {'distortion': '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf', 'filteroffset': '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf', 'specwcs': None, 'regions': None, 'wavelengthrange': None, 'camera': None, 'collimator': None, 'disperser': None, 'fore': None, 'fpa': None, 'msa': None, 'ote': None, 'ifupost': None, 'ifufore': None, 'ifuslicer': None}
2022-03-24 14:05:49,972 - stpipe.Image2Pipeline.assign_wcs - INFO - Update S_REGION to POLYGON ICRS 0.019410454 -0.016139226 0.021877929 0.015048364 359.990819065 0.017621109 359.988011818 -0.013580304
2022-03-24 14:05:49,973 - stpipe.Image2Pipeline.assign_wcs - INFO - assign_wcs updated S_REGION to POLYGON ICRS 0.019410454 -0.016139226 0.021877929 0.015048364 359.990819065 0.017621109 359.988011818 -0.013580304
2022-03-24 14:05:49,973 - stpipe.Image2Pipeline.assign_wcs - INFO - COMPLETED assign_wcs
2022-03-24 14:05:50,008 - stpipe.Image2Pipeline.assign_wcs - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/astropy/modeling/fitting.py:782: AstropyUserWarning: The fit may be poorly conditioned
warnings.warn("The fit may be poorly conditioned\n",
2022-03-24 14:05:50,072 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs done
2022-03-24 14:05:50,217 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:50,219 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}
2022-03-24 14:05:50,639 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_PARTIAL_DATA does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:05:50,641 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_LOW_QUAL does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:05:50,641 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_UNRELIABLE_ERROR does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:05:50,648 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword DIFF_PATTERN does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:05:50,782 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field done
2022-03-24 14:05:50,918 - stpipe.Image2Pipeline.photom - INFO - Step photom running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:50,920 - stpipe.Image2Pipeline.photom - INFO - Step photom parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}
2022-03-24 14:05:50,943 - stpipe.Image2Pipeline.photom - INFO - Using photom reference file: /grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits
2022-03-24 14:05:50,944 - stpipe.Image2Pipeline.photom - INFO - Using area reference file: /grp/crds/cache/references/jwst/jwst_miri_area_0004.fits
2022-03-24 14:05:51,025 - stpipe.Image2Pipeline.photom - INFO - Using instrument: MIRI
2022-03-24 14:05:51,026 - stpipe.Image2Pipeline.photom - INFO - detector: MIRIMAGE
2022-03-24 14:05:51,026 - stpipe.Image2Pipeline.photom - INFO - exp_type: MIR_IMAGE
2022-03-24 14:05:51,027 - stpipe.Image2Pipeline.photom - INFO - filter: F770W
2022-03-24 14:05:51,076 - stpipe.Image2Pipeline.photom - INFO - Pixel area map copied to output.
2022-03-24 14:05:51,078 - stpipe.Image2Pipeline.photom - INFO - subarray: FULL
2022-03-24 14:05:51,079 - stpipe.Image2Pipeline.photom - INFO - PHOTMJSR value: 0.592788
2022-03-24 14:05:51,096 - stpipe.Image2Pipeline.photom - INFO - Step photom done
2022-03-24 14:05:51,239 - stpipe.Image2Pipeline.resample - INFO - Step resample running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:51,240 - stpipe.Image2Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-03-24 14:05:51,267 - stpipe.Image2Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-03-24 14:05:51,406 - stpipe.Image2Pipeline.resample - INFO - Resampling science data
2022-03-24 14:05:52,072 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:05:52,430 - stpipe.Image2Pipeline.resample - INFO - Resampling var_rnoise
2022-03-24 14:05:53,034 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:05:53,380 - stpipe.Image2Pipeline.resample - INFO - Resampling var_poisson
2022-03-24 14:05:53,962 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:05:54,319 - stpipe.Image2Pipeline.resample - INFO - Resampling var_flat
2022-03-24 14:05:54,930 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:05:55,335 - stpipe.Image2Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.019358561 -0.016335069 0.022108776 0.015004270 359.990738771 0.017757176 359.987988557 -0.013582163
2022-03-24 14:05:55,460 - stpipe.Image2Pipeline.resample - INFO - Saved model in det_image_seq1_MIRIMAGE_F770Wexp1_i2d.fits
2022-03-24 14:05:55,461 - stpipe.Image2Pipeline.resample - INFO - Step resample done
2022-03-24 14:05:55,461 - stpipe.Image2Pipeline - INFO - Finished processing product det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-03-24 14:05:55,463 - stpipe.Image2Pipeline - INFO - ... ending calwebb_image2
2022-03-24 14:05:55,634 - stpipe.Image2Pipeline - INFO - Saved model in det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits
2022-03-24 14:05:55,635 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline done
2022-03-24 14:05:55,639 - stpipe.Image2Pipeline - INFO - Image2Pipeline instance created.
2022-03-24 14:05:55,640 - stpipe.Image2Pipeline.bkg_subtract - INFO - BackgroundStep instance created.
2022-03-24 14:05:55,642 - stpipe.Image2Pipeline.assign_wcs - INFO - AssignWcsStep instance created.
2022-03-24 14:05:55,643 - stpipe.Image2Pipeline.flat_field - INFO - FlatFieldStep instance created.
2022-03-24 14:05:55,644 - stpipe.Image2Pipeline.photom - INFO - PhotomStep instance created.
2022-03-24 14:05:55,646 - stpipe.Image2Pipeline.resample - INFO - ResampleStep instance created.
2022-03-24 14:05:55,857 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:55,862 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmpe8r4lgya/det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits_cal.fits', 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_bsub': False, 'steps': {'bkg_subtract': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_combined_background': False, 'sigma': 3.0, 'maxiters': None}, 'assign_wcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}, 'flat_field': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}, 'photom': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}}}
2022-03-24 14:05:55,870 - stpipe.Image2Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits' reftypes = ['area', 'camera', 'collimator', 'dflat', 'disperser', 'distortion', 'drizpars', 'fflat', 'filteroffset', 'flat', 'fore', 'fpa', 'ifufore', 'ifupost', 'ifuslicer', 'msa', 'ote', 'photom', 'regions', 'sflat', 'specwcs', 'wavelengthrange', 'wfssbkg']
2022-03-24 14:05:55,880 - stpipe.Image2Pipeline - INFO - Prefetch for AREA reference file is '/grp/crds/cache/references/jwst/jwst_miri_area_0004.fits'.
2022-03-24 14:05:55,881 - stpipe.Image2Pipeline - INFO - Prefetch for CAMERA reference file is 'N/A'.
2022-03-24 14:05:55,881 - stpipe.Image2Pipeline - INFO - Prefetch for COLLIMATOR reference file is 'N/A'.
2022-03-24 14:05:55,882 - stpipe.Image2Pipeline - INFO - Prefetch for DFLAT reference file is 'N/A'.
2022-03-24 14:05:55,882 - stpipe.Image2Pipeline - INFO - Prefetch for DISPERSER reference file is 'N/A'.
2022-03-24 14:05:55,883 - stpipe.Image2Pipeline - INFO - Prefetch for DISTORTION reference file is '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf'.
2022-03-24 14:05:55,884 - stpipe.Image2Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-03-24 14:05:55,885 - stpipe.Image2Pipeline - INFO - Prefetch for FFLAT reference file is 'N/A'.
2022-03-24 14:05:55,886 - stpipe.Image2Pipeline - INFO - Prefetch for FILTEROFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf'.
2022-03-24 14:05:55,886 - stpipe.Image2Pipeline - INFO - Prefetch for FLAT reference file is '/grp/crds/cache/references/jwst/jwst_miri_flat_0729.fits'.
2022-03-24 14:05:55,888 - stpipe.Image2Pipeline - INFO - Prefetch for FORE reference file is 'N/A'.
2022-03-24 14:05:55,888 - stpipe.Image2Pipeline - INFO - Prefetch for FPA reference file is 'N/A'.
2022-03-24 14:05:55,889 - stpipe.Image2Pipeline - INFO - Prefetch for IFUFORE reference file is 'N/A'.
2022-03-24 14:05:55,889 - stpipe.Image2Pipeline - INFO - Prefetch for IFUPOST reference file is 'N/A'.
2022-03-24 14:05:55,889 - stpipe.Image2Pipeline - INFO - Prefetch for IFUSLICER reference file is 'N/A'.
2022-03-24 14:05:55,890 - stpipe.Image2Pipeline - INFO - Prefetch for MSA reference file is 'N/A'.
2022-03-24 14:05:55,890 - stpipe.Image2Pipeline - INFO - Prefetch for OTE reference file is 'N/A'.
2022-03-24 14:05:55,890 - stpipe.Image2Pipeline - INFO - Prefetch for PHOTOM reference file is '/grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits'.
2022-03-24 14:05:55,892 - stpipe.Image2Pipeline - INFO - Prefetch for REGIONS reference file is 'N/A'.
2022-03-24 14:05:55,892 - stpipe.Image2Pipeline - INFO - Prefetch for SFLAT reference file is 'N/A'.
2022-03-24 14:05:55,893 - stpipe.Image2Pipeline - INFO - Prefetch for SPECWCS reference file is 'N/A'.
2022-03-24 14:05:55,893 - stpipe.Image2Pipeline - INFO - Prefetch for WAVELENGTHRANGE reference file is 'N/A'.
2022-03-24 14:05:55,893 - stpipe.Image2Pipeline - INFO - Prefetch for WFSSBKG reference file is 'N/A'.
2022-03-24 14:05:55,894 - stpipe.Image2Pipeline - INFO - Starting calwebb_image2 ...
2022-03-24 14:05:55,945 - stpipe.Image2Pipeline - INFO - Processing product det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-03-24 14:05:55,946 - stpipe.Image2Pipeline - INFO - Working on input <ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits> ...
2022-03-24 14:05:56,103 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:56,104 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}
2022-03-24 14:05:56,292 - stpipe.Image2Pipeline.assign_wcs - INFO - Created a MIRI mir_image pipeline with references {'distortion': '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf', 'filteroffset': '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf', 'specwcs': None, 'regions': None, 'wavelengthrange': None, 'camera': None, 'collimator': None, 'disperser': None, 'fore': None, 'fpa': None, 'msa': None, 'ote': None, 'ifupost': None, 'ifufore': None, 'ifuslicer': None}
2022-03-24 14:05:56,368 - stpipe.Image2Pipeline.assign_wcs - INFO - Update S_REGION to POLYGON ICRS 0.020049595 -0.017461020 0.022517071 0.013726570 359.991458207 0.016299315 359.988650959 -0.014902098
2022-03-24 14:05:56,369 - stpipe.Image2Pipeline.assign_wcs - INFO - assign_wcs updated S_REGION to POLYGON ICRS 0.020049595 -0.017461020 0.022517071 0.013726570 359.991458207 0.016299315 359.988650959 -0.014902098
2022-03-24 14:05:56,369 - stpipe.Image2Pipeline.assign_wcs - INFO - COMPLETED assign_wcs
2022-03-24 14:05:56,405 - stpipe.Image2Pipeline.assign_wcs - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/astropy/modeling/fitting.py:782: AstropyUserWarning: The fit may be poorly conditioned
warnings.warn("The fit may be poorly conditioned\n",
2022-03-24 14:05:56,466 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs done
2022-03-24 14:05:56,609 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:56,610 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}
2022-03-24 14:05:56,713 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_PARTIAL_DATA does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:05:56,714 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_LOW_QUAL does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:05:56,715 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_UNRELIABLE_ERROR does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:05:56,722 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword DIFF_PATTERN does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:05:56,849 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field done
2022-03-24 14:05:56,988 - stpipe.Image2Pipeline.photom - INFO - Step photom running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:56,989 - stpipe.Image2Pipeline.photom - INFO - Step photom parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}
2022-03-24 14:05:57,013 - stpipe.Image2Pipeline.photom - INFO - Using photom reference file: /grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits
2022-03-24 14:05:57,014 - stpipe.Image2Pipeline.photom - INFO - Using area reference file: /grp/crds/cache/references/jwst/jwst_miri_area_0004.fits
2022-03-24 14:05:57,098 - stpipe.Image2Pipeline.photom - INFO - Using instrument: MIRI
2022-03-24 14:05:57,100 - stpipe.Image2Pipeline.photom - INFO - detector: MIRIMAGE
2022-03-24 14:05:57,100 - stpipe.Image2Pipeline.photom - INFO - exp_type: MIR_IMAGE
2022-03-24 14:05:57,100 - stpipe.Image2Pipeline.photom - INFO - filter: F770W
2022-03-24 14:05:57,150 - stpipe.Image2Pipeline.photom - INFO - Pixel area map copied to output.
2022-03-24 14:05:57,153 - stpipe.Image2Pipeline.photom - INFO - subarray: FULL
2022-03-24 14:05:57,154 - stpipe.Image2Pipeline.photom - INFO - PHOTMJSR value: 0.592788
2022-03-24 14:05:57,171 - stpipe.Image2Pipeline.photom - INFO - Step photom done
2022-03-24 14:05:57,320 - stpipe.Image2Pipeline.resample - INFO - Step resample running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:05:57,322 - stpipe.Image2Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-03-24 14:05:57,354 - stpipe.Image2Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-03-24 14:05:57,489 - stpipe.Image2Pipeline.resample - INFO - Resampling science data
2022-03-24 14:05:58,110 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:05:58,456 - stpipe.Image2Pipeline.resample - INFO - Resampling var_rnoise
2022-03-24 14:05:59,058 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:05:59,401 - stpipe.Image2Pipeline.resample - INFO - Resampling var_poisson
2022-03-24 14:06:00,027 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:00,376 - stpipe.Image2Pipeline.resample - INFO - Resampling var_flat
2022-03-24 14:06:00,984 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:01,350 - stpipe.Image2Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.019997703 -0.017656862 0.022747918 0.013682477 359.991377913 0.016435382 359.988627698 -0.014903956
2022-03-24 14:06:01,466 - stpipe.Image2Pipeline.resample - INFO - Saved model in det_image_seq2_MIRIMAGE_F770Wexp1_i2d.fits
2022-03-24 14:06:01,467 - stpipe.Image2Pipeline.resample - INFO - Step resample done
2022-03-24 14:06:01,468 - stpipe.Image2Pipeline - INFO - Finished processing product det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-03-24 14:06:01,470 - stpipe.Image2Pipeline - INFO - ... ending calwebb_image2
2022-03-24 14:06:01,638 - stpipe.Image2Pipeline - INFO - Saved model in det_image_seq2_MIRIMAGE_F770Wexp1_cal.fits
2022-03-24 14:06:01,639 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline done
2022-03-24 14:06:01,643 - stpipe.Image2Pipeline - INFO - Image2Pipeline instance created.
2022-03-24 14:06:01,644 - stpipe.Image2Pipeline.bkg_subtract - INFO - BackgroundStep instance created.
2022-03-24 14:06:01,646 - stpipe.Image2Pipeline.assign_wcs - INFO - AssignWcsStep instance created.
2022-03-24 14:06:01,647 - stpipe.Image2Pipeline.flat_field - INFO - FlatFieldStep instance created.
2022-03-24 14:06:01,648 - stpipe.Image2Pipeline.photom - INFO - PhotomStep instance created.
2022-03-24 14:06:01,649 - stpipe.Image2Pipeline.resample - INFO - ResampleStep instance created.
2022-03-24 14:06:01,823 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:01,828 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmpe8r4lgya/det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits_cal.fits', 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_bsub': False, 'steps': {'bkg_subtract': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_combined_background': False, 'sigma': 3.0, 'maxiters': None}, 'assign_wcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}, 'flat_field': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}, 'photom': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}}}
2022-03-24 14:06:01,836 - stpipe.Image2Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits' reftypes = ['area', 'camera', 'collimator', 'dflat', 'disperser', 'distortion', 'drizpars', 'fflat', 'filteroffset', 'flat', 'fore', 'fpa', 'ifufore', 'ifupost', 'ifuslicer', 'msa', 'ote', 'photom', 'regions', 'sflat', 'specwcs', 'wavelengthrange', 'wfssbkg']
2022-03-24 14:06:01,839 - stpipe.Image2Pipeline - INFO - Prefetch for AREA reference file is '/grp/crds/cache/references/jwst/jwst_miri_area_0004.fits'.
2022-03-24 14:06:01,842 - stpipe.Image2Pipeline - INFO - Prefetch for CAMERA reference file is 'N/A'.
2022-03-24 14:06:01,842 - stpipe.Image2Pipeline - INFO - Prefetch for COLLIMATOR reference file is 'N/A'.
2022-03-24 14:06:01,843 - stpipe.Image2Pipeline - INFO - Prefetch for DFLAT reference file is 'N/A'.
2022-03-24 14:06:01,843 - stpipe.Image2Pipeline - INFO - Prefetch for DISPERSER reference file is 'N/A'.
2022-03-24 14:06:01,843 - stpipe.Image2Pipeline - INFO - Prefetch for DISTORTION reference file is '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf'.
2022-03-24 14:06:01,846 - stpipe.Image2Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-03-24 14:06:01,847 - stpipe.Image2Pipeline - INFO - Prefetch for FFLAT reference file is 'N/A'.
2022-03-24 14:06:01,847 - stpipe.Image2Pipeline - INFO - Prefetch for FILTEROFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf'.
2022-03-24 14:06:01,848 - stpipe.Image2Pipeline - INFO - Prefetch for FLAT reference file is '/grp/crds/cache/references/jwst/jwst_miri_flat_0729.fits'.
2022-03-24 14:06:01,849 - stpipe.Image2Pipeline - INFO - Prefetch for FORE reference file is 'N/A'.
2022-03-24 14:06:01,849 - stpipe.Image2Pipeline - INFO - Prefetch for FPA reference file is 'N/A'.
2022-03-24 14:06:01,850 - stpipe.Image2Pipeline - INFO - Prefetch for IFUFORE reference file is 'N/A'.
2022-03-24 14:06:01,850 - stpipe.Image2Pipeline - INFO - Prefetch for IFUPOST reference file is 'N/A'.
2022-03-24 14:06:01,851 - stpipe.Image2Pipeline - INFO - Prefetch for IFUSLICER reference file is 'N/A'.
2022-03-24 14:06:01,851 - stpipe.Image2Pipeline - INFO - Prefetch for MSA reference file is 'N/A'.
2022-03-24 14:06:01,852 - stpipe.Image2Pipeline - INFO - Prefetch for OTE reference file is 'N/A'.
2022-03-24 14:06:01,852 - stpipe.Image2Pipeline - INFO - Prefetch for PHOTOM reference file is '/grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits'.
2022-03-24 14:06:01,853 - stpipe.Image2Pipeline - INFO - Prefetch for REGIONS reference file is 'N/A'.
2022-03-24 14:06:01,854 - stpipe.Image2Pipeline - INFO - Prefetch for SFLAT reference file is 'N/A'.
2022-03-24 14:06:01,854 - stpipe.Image2Pipeline - INFO - Prefetch for SPECWCS reference file is 'N/A'.
2022-03-24 14:06:01,854 - stpipe.Image2Pipeline - INFO - Prefetch for WAVELENGTHRANGE reference file is 'N/A'.
2022-03-24 14:06:01,855 - stpipe.Image2Pipeline - INFO - Prefetch for WFSSBKG reference file is 'N/A'.
2022-03-24 14:06:01,855 - stpipe.Image2Pipeline - INFO - Starting calwebb_image2 ...
2022-03-24 14:06:01,903 - stpipe.Image2Pipeline - INFO - Processing product det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-03-24 14:06:01,903 - stpipe.Image2Pipeline - INFO - Working on input <ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits> ...
2022-03-24 14:06:02,057 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:02,059 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}
2022-03-24 14:06:02,246 - stpipe.Image2Pipeline.assign_wcs - INFO - Created a MIRI mir_image pipeline with references {'distortion': '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf', 'filteroffset': '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf', 'specwcs': None, 'regions': None, 'wavelengthrange': None, 'camera': None, 'collimator': None, 'disperser': None, 'fore': None, 'fpa': None, 'msa': None, 'ote': None, 'ifupost': None, 'ifufore': None, 'ifuslicer': None}
2022-03-24 14:06:02,319 - stpipe.Image2Pipeline.assign_wcs - INFO - Update S_REGION to POLYGON ICRS 0.020280738 -0.019911784 0.022748213 0.011275807 359.991689350 0.013848551 359.988882102 -0.017352862
2022-03-24 14:06:02,320 - stpipe.Image2Pipeline.assign_wcs - INFO - assign_wcs updated S_REGION to POLYGON ICRS 0.020280738 -0.019911784 0.022748213 0.011275807 359.991689350 0.013848551 359.988882102 -0.017352862
2022-03-24 14:06:02,321 - stpipe.Image2Pipeline.assign_wcs - INFO - COMPLETED assign_wcs
2022-03-24 14:06:02,355 - stpipe.Image2Pipeline.assign_wcs - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/astropy/modeling/fitting.py:782: AstropyUserWarning: The fit may be poorly conditioned
warnings.warn("The fit may be poorly conditioned\n",
2022-03-24 14:06:02,413 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs done
2022-03-24 14:06:02,568 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:02,570 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}
2022-03-24 14:06:02,680 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_PARTIAL_DATA does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:06:02,681 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_LOW_QUAL does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:06:02,681 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_UNRELIABLE_ERROR does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:06:02,688 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword DIFF_PATTERN does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:06:02,825 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field done
2022-03-24 14:06:02,969 - stpipe.Image2Pipeline.photom - INFO - Step photom running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:02,971 - stpipe.Image2Pipeline.photom - INFO - Step photom parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}
2022-03-24 14:06:02,995 - stpipe.Image2Pipeline.photom - INFO - Using photom reference file: /grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits
2022-03-24 14:06:02,996 - stpipe.Image2Pipeline.photom - INFO - Using area reference file: /grp/crds/cache/references/jwst/jwst_miri_area_0004.fits
2022-03-24 14:06:03,081 - stpipe.Image2Pipeline.photom - INFO - Using instrument: MIRI
2022-03-24 14:06:03,081 - stpipe.Image2Pipeline.photom - INFO - detector: MIRIMAGE
2022-03-24 14:06:03,082 - stpipe.Image2Pipeline.photom - INFO - exp_type: MIR_IMAGE
2022-03-24 14:06:03,082 - stpipe.Image2Pipeline.photom - INFO - filter: F770W
2022-03-24 14:06:03,131 - stpipe.Image2Pipeline.photom - INFO - Pixel area map copied to output.
2022-03-24 14:06:03,133 - stpipe.Image2Pipeline.photom - INFO - subarray: FULL
2022-03-24 14:06:03,134 - stpipe.Image2Pipeline.photom - INFO - PHOTMJSR value: 0.592788
2022-03-24 14:06:03,151 - stpipe.Image2Pipeline.photom - INFO - Step photom done
2022-03-24 14:06:03,295 - stpipe.Image2Pipeline.resample - INFO - Step resample running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:03,297 - stpipe.Image2Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-03-24 14:06:03,336 - stpipe.Image2Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-03-24 14:06:03,467 - stpipe.Image2Pipeline.resample - INFO - Resampling science data
2022-03-24 14:06:04,092 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:04,447 - stpipe.Image2Pipeline.resample - INFO - Resampling var_rnoise
2022-03-24 14:06:05,159 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:05,774 - stpipe.Image2Pipeline.resample - INFO - Resampling var_poisson
2022-03-24 14:06:06,369 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:06,735 - stpipe.Image2Pipeline.resample - INFO - Resampling var_flat
2022-03-24 14:06:07,307 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:07,675 - stpipe.Image2Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.020228846 -0.020107626 0.022979061 0.011231713 359.991609056 0.013984618 359.988858841 -0.017354721
2022-03-24 14:06:07,800 - stpipe.Image2Pipeline.resample - INFO - Saved model in det_image_seq3_MIRIMAGE_F770Wexp1_i2d.fits
2022-03-24 14:06:07,801 - stpipe.Image2Pipeline.resample - INFO - Step resample done
2022-03-24 14:06:07,801 - stpipe.Image2Pipeline - INFO - Finished processing product det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-03-24 14:06:07,803 - stpipe.Image2Pipeline - INFO - ... ending calwebb_image2
2022-03-24 14:06:07,972 - stpipe.Image2Pipeline - INFO - Saved model in det_image_seq3_MIRIMAGE_F770Wexp1_cal.fits
2022-03-24 14:06:07,972 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline done
2022-03-24 14:06:07,978 - stpipe.Image2Pipeline - INFO - Image2Pipeline instance created.
2022-03-24 14:06:07,980 - stpipe.Image2Pipeline.bkg_subtract - INFO - BackgroundStep instance created.
2022-03-24 14:06:07,981 - stpipe.Image2Pipeline.assign_wcs - INFO - AssignWcsStep instance created.
2022-03-24 14:06:07,983 - stpipe.Image2Pipeline.flat_field - INFO - FlatFieldStep instance created.
2022-03-24 14:06:07,984 - stpipe.Image2Pipeline.photom - INFO - PhotomStep instance created.
2022-03-24 14:06:07,985 - stpipe.Image2Pipeline.resample - INFO - ResampleStep instance created.
2022-03-24 14:06:08,225 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:08,230 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmpe8r4lgya/det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits_cal.fits', 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_bsub': False, 'steps': {'bkg_subtract': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_combined_background': False, 'sigma': 3.0, 'maxiters': None}, 'assign_wcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}, 'flat_field': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}, 'photom': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}}}
2022-03-24 14:06:08,237 - stpipe.Image2Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits' reftypes = ['area', 'camera', 'collimator', 'dflat', 'disperser', 'distortion', 'drizpars', 'fflat', 'filteroffset', 'flat', 'fore', 'fpa', 'ifufore', 'ifupost', 'ifuslicer', 'msa', 'ote', 'photom', 'regions', 'sflat', 'specwcs', 'wavelengthrange', 'wfssbkg']
2022-03-24 14:06:08,240 - stpipe.Image2Pipeline - INFO - Prefetch for AREA reference file is '/grp/crds/cache/references/jwst/jwst_miri_area_0004.fits'.
2022-03-24 14:06:08,242 - stpipe.Image2Pipeline - INFO - Prefetch for CAMERA reference file is 'N/A'.
2022-03-24 14:06:08,242 - stpipe.Image2Pipeline - INFO - Prefetch for COLLIMATOR reference file is 'N/A'.
2022-03-24 14:06:08,243 - stpipe.Image2Pipeline - INFO - Prefetch for DFLAT reference file is 'N/A'.
2022-03-24 14:06:08,243 - stpipe.Image2Pipeline - INFO - Prefetch for DISPERSER reference file is 'N/A'.
2022-03-24 14:06:08,243 - stpipe.Image2Pipeline - INFO - Prefetch for DISTORTION reference file is '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf'.
2022-03-24 14:06:08,245 - stpipe.Image2Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-03-24 14:06:08,246 - stpipe.Image2Pipeline - INFO - Prefetch for FFLAT reference file is 'N/A'.
2022-03-24 14:06:08,246 - stpipe.Image2Pipeline - INFO - Prefetch for FILTEROFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf'.
2022-03-24 14:06:08,247 - stpipe.Image2Pipeline - INFO - Prefetch for FLAT reference file is '/grp/crds/cache/references/jwst/jwst_miri_flat_0729.fits'.
2022-03-24 14:06:08,248 - stpipe.Image2Pipeline - INFO - Prefetch for FORE reference file is 'N/A'.
2022-03-24 14:06:08,248 - stpipe.Image2Pipeline - INFO - Prefetch for FPA reference file is 'N/A'.
2022-03-24 14:06:08,249 - stpipe.Image2Pipeline - INFO - Prefetch for IFUFORE reference file is 'N/A'.
2022-03-24 14:06:08,249 - stpipe.Image2Pipeline - INFO - Prefetch for IFUPOST reference file is 'N/A'.
2022-03-24 14:06:08,249 - stpipe.Image2Pipeline - INFO - Prefetch for IFUSLICER reference file is 'N/A'.
2022-03-24 14:06:08,250 - stpipe.Image2Pipeline - INFO - Prefetch for MSA reference file is 'N/A'.
2022-03-24 14:06:08,250 - stpipe.Image2Pipeline - INFO - Prefetch for OTE reference file is 'N/A'.
2022-03-24 14:06:08,250 - stpipe.Image2Pipeline - INFO - Prefetch for PHOTOM reference file is '/grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits'.
2022-03-24 14:06:08,251 - stpipe.Image2Pipeline - INFO - Prefetch for REGIONS reference file is 'N/A'.
2022-03-24 14:06:08,252 - stpipe.Image2Pipeline - INFO - Prefetch for SFLAT reference file is 'N/A'.
2022-03-24 14:06:08,252 - stpipe.Image2Pipeline - INFO - Prefetch for SPECWCS reference file is 'N/A'.
2022-03-24 14:06:08,252 - stpipe.Image2Pipeline - INFO - Prefetch for WAVELENGTHRANGE reference file is 'N/A'.
2022-03-24 14:06:08,253 - stpipe.Image2Pipeline - INFO - Prefetch for WFSSBKG reference file is 'N/A'.
2022-03-24 14:06:08,253 - stpipe.Image2Pipeline - INFO - Starting calwebb_image2 ...
2022-03-24 14:06:08,296 - stpipe.Image2Pipeline - INFO - Processing product det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-03-24 14:06:08,297 - stpipe.Image2Pipeline - INFO - Working on input <ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits> ...
2022-03-24 14:06:08,415 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:08,417 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}
2022-03-24 14:06:08,601 - stpipe.Image2Pipeline.assign_wcs - INFO - Created a MIRI mir_image pipeline with references {'distortion': '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf', 'filteroffset': '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf', 'specwcs': None, 'regions': None, 'wavelengthrange': None, 'camera': None, 'collimator': None, 'disperser': None, 'fore': None, 'fpa': None, 'msa': None, 'ote': None, 'ifupost': None, 'ifufore': None, 'ifuslicer': None}
2022-03-24 14:06:08,674 - stpipe.Image2Pipeline.assign_wcs - INFO - Update S_REGION to POLYGON ICRS 0.021816605 -0.019412938 0.024284080 0.011774652 359.993225217 0.014347397 359.990417969 -0.016854016
2022-03-24 14:06:08,675 - stpipe.Image2Pipeline.assign_wcs - INFO - assign_wcs updated S_REGION to POLYGON ICRS 0.021816605 -0.019412938 0.024284080 0.011774652 359.993225217 0.014347397 359.990417969 -0.016854016
2022-03-24 14:06:08,676 - stpipe.Image2Pipeline.assign_wcs - INFO - COMPLETED assign_wcs
2022-03-24 14:06:08,709 - stpipe.Image2Pipeline.assign_wcs - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/astropy/modeling/fitting.py:782: AstropyUserWarning: The fit may be poorly conditioned
warnings.warn("The fit may be poorly conditioned\n",
2022-03-24 14:06:08,765 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs done
2022-03-24 14:06:08,886 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:08,887 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}
2022-03-24 14:06:08,990 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_PARTIAL_DATA does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:06:08,991 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_LOW_QUAL does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:06:08,991 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_UNRELIABLE_ERROR does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:06:08,998 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword DIFF_PATTERN does not correspond to an existing DQ mnemonic, so will be ignored
2022-03-24 14:06:09,123 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field done
2022-03-24 14:06:09,238 - stpipe.Image2Pipeline.photom - INFO - Step photom running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:09,239 - stpipe.Image2Pipeline.photom - INFO - Step photom parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}
2022-03-24 14:06:09,263 - stpipe.Image2Pipeline.photom - INFO - Using photom reference file: /grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits
2022-03-24 14:06:09,264 - stpipe.Image2Pipeline.photom - INFO - Using area reference file: /grp/crds/cache/references/jwst/jwst_miri_area_0004.fits
2022-03-24 14:06:09,347 - stpipe.Image2Pipeline.photom - INFO - Using instrument: MIRI
2022-03-24 14:06:09,348 - stpipe.Image2Pipeline.photom - INFO - detector: MIRIMAGE
2022-03-24 14:06:09,348 - stpipe.Image2Pipeline.photom - INFO - exp_type: MIR_IMAGE
2022-03-24 14:06:09,349 - stpipe.Image2Pipeline.photom - INFO - filter: F770W
2022-03-24 14:06:09,394 - stpipe.Image2Pipeline.photom - INFO - Pixel area map copied to output.
2022-03-24 14:06:09,397 - stpipe.Image2Pipeline.photom - INFO - subarray: FULL
2022-03-24 14:06:09,397 - stpipe.Image2Pipeline.photom - INFO - PHOTMJSR value: 0.592788
2022-03-24 14:06:09,415 - stpipe.Image2Pipeline.photom - INFO - Step photom done
2022-03-24 14:06:09,534 - stpipe.Image2Pipeline.resample - INFO - Step resample running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-03-24 14:06:09,535 - stpipe.Image2Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-03-24 14:06:09,561 - stpipe.Image2Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-03-24 14:06:09,687 - stpipe.Image2Pipeline.resample - INFO - Resampling science data
2022-03-24 14:06:10,329 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:10,669 - stpipe.Image2Pipeline.resample - INFO - Resampling var_rnoise
2022-03-24 14:06:11,259 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:11,609 - stpipe.Image2Pipeline.resample - INFO - Resampling var_poisson
2022-03-24 14:06:12,193 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:12,556 - stpipe.Image2Pipeline.resample - INFO - Resampling var_flat
2022-03-24 14:06:13,230 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1023)
2022-03-24 14:06:13,600 - stpipe.Image2Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.021764713 -0.019608781 0.024514927 0.011730558 359.993144923 0.014483464 359.990394708 -0.016855875
2022-03-24 14:06:13,734 - stpipe.Image2Pipeline.resample - INFO - Saved model in det_image_seq4_MIRIMAGE_F770Wexp1_i2d.fits
2022-03-24 14:06:13,735 - stpipe.Image2Pipeline.resample - INFO - Step resample done
2022-03-24 14:06:13,735 - stpipe.Image2Pipeline - INFO - Finished processing product det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-03-24 14:06:13,738 - stpipe.Image2Pipeline - INFO - ... ending calwebb_image2
2022-03-24 14:06:13,915 - stpipe.Image2Pipeline - INFO - Saved model in det_image_seq4_MIRIMAGE_F770Wexp1_cal.fits
2022-03-24 14:06:13,916 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline done
[[<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits>], [<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_cal.fits>], [<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_cal.fits>], [<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_cal.fits>]]
# use asn_from_list to create association table
calfiles = glob('*_cal.fits')
asn = asn_from_list.asn_from_list(calfiles, rule=DMS_Level3_Base, product_name='starfield_combined.fits')
# use this if you need to add non'science' exposure types
#asn['products'][0]['members'][1]['exptype'] = 'background'
#asn['products'][0]['members'][2]['exptype'] = 'sourcecat'
# dump association table to a .json file for use in image3
with open('starfield_asnfile.json', 'w') as fp:
fp.write(asn.dump()[1])
print(asn)
jwnoprogram-a3001_none_006_asn with 1 products Rule=DMS_Level3_Base No constraints Products: starfield_combined.fits with 4 members
For MIRI, the FWHM values are dependent on filter and should be set using the table below:
| Filter | FWHM |
|---|---|
| F560W | 1.636 |
| F770W | 2.187 |
| F1000W | 2.888 |
| F1130W | 3.318 |
| F1280W | 3.713 |
| F1500W | 4.354 |
| F1800W | 5.224 |
| F2100W | 5.989 |
| F2550W | 7.312 |
| F2550WR | 7.312 |
For the fit geometry keyword, the following options are available: fitgeometry: A str value indicating the type of affine transformation to be considered when fitting catalogs. Allowed values:
'shift': x/y shifts only
'rscale': rotation and scale
'rshift': rotation and shifts
'general': shift, rotation, and scale (Default=”general”)
# Run Calwebb_image3 on the association table
# set any specific parameters
# tweakreg parameters to allow data to run
fwhm = 2.187 # Gaussian kernel FWHM of objects expected, default=2.5
minobj = 5 # minimum number of objects needed to match positions for a good fit, default=15
snr = 8 # signal to noise threshold, default=5
sigma = 5 # clipping limit, in sigma units, used when performing fit, default=3
fit_geom = 'shift' # ftype of affine transformation to be considered when fitting catalogs, default='general'
use2dhist = False # boolean indicating whether to use 2D histogram to find initial offset, default=True
pipe3=Image3Pipeline()
pipe3.tweakreg.kernel_fwhm = fwhm
pipe3.tweakreg.snr_threshold = snr
pipe3.tweakreg.minobj = minobj
pipe3.tweakreg.sigma = sigma
pipe3.tweakreg.fitgeometry = fit_geom
pipe3.tweakreg.use2dhist = use2dhist
pipe3.source_catalog.save_results = True
pipe3.source_catalog.snr_threshold = snr
pipe3.source_catalog.kernel_fwhm = fwhm
pipe3.save_results = True
# run Image3
image = pipe3.run('starfield_asnfile.json')
print('Image 3 pipeline finished.')
2022-03-24 14:06:13,942 - stpipe.Image3Pipeline - INFO - Image3Pipeline instance created.
2022-03-24 14:06:13,944 - stpipe.Image3Pipeline.assign_mtwcs - INFO - AssignMTWcsStep instance created.
2022-03-24 14:06:13,945 - stpipe.Image3Pipeline.tweakreg - INFO - TweakRegStep instance created.
2022-03-24 14:06:13,946 - stpipe.Image3Pipeline.skymatch - INFO - SkyMatchStep instance created.
2022-03-24 14:06:13,948 - stpipe.Image3Pipeline.outlier_detection - INFO - OutlierDetectionStep instance created.
2022-03-24 14:06:13,949 - stpipe.Image3Pipeline.resample - INFO - ResampleStep instance created.
2022-03-24 14:06:13,951 - stpipe.Image3Pipeline.source_catalog - INFO - SourceCatalogStep instance created.
2022-03-24 14:06:14,195 - stpipe.Image3Pipeline - INFO - Step Image3Pipeline running with args ('starfield_asnfile.json',).
2022-03-24 14:06:14,201 - stpipe.Image3Pipeline - INFO - Step Image3Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'steps': {'assign_mtwcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': True, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': 'assign_mtwcs', 'search_output_file': True, 'input_dir': ''}, 'tweakreg': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': True, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_catalogs': False, 'catalog_format': 'ecsv', 'kernel_fwhm': 2.187, 'snr_threshold': 8, 'brightest': 1000, 'peakmax': None, 'enforce_user_order': False, 'expand_refcat': False, 'minobj': 5, 'searchrad': 1.0, 'use2dhist': False, 'separation': 0.5, 'tolerance': 1.0, 'xoffset': 0.0, 'yoffset': 0.0, 'fitgeometry': 'shift', 'nclip': 3, 'sigma': 5, 'align_to_gaia': False, 'gaia_catalog': 'GAIADR2', 'min_gaia': 5, 'save_gaia_catalog': False}, 'skymatch': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'skymethod': 'match', 'match_down': True, 'subtract': False, 'stepsize': None, 'skystat': 'mode', 'dqbits': '0', 'lower': None, 'upper': None, 'nclip': 5, 'lsigma': 4.0, 'usigma': 4.0, 'binwidth': 0.1}, 'outlier_detection': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': False, 'input_dir': '', 'weight_type': 'ivm', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'nlow': 0, 'nhigh': 0, 'maskpt': 0.7, 'grow': 1, 'snr': '5.0 4.0', 'scale': '1.2 0.7', 'backg': 0.0, 'save_intermediate_results': False, 'resample_data': True, 'good_bits': '~DO_NOT_USE', 'scale_detection': False, 'allowed_memory': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}, 'source_catalog': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'cat', 'search_output_file': True, 'input_dir': '', 'bkg_boxsize': 100, 'kernel_fwhm': 2.187, 'snr_threshold': 8, 'npixels': 5, 'deblend': False, 'aperture_ee1': 30, 'aperture_ee2': 50, 'aperture_ee3': 70, 'ci1_star_threshold': 2.0, 'ci2_star_threshold': 1.8}}}
2022-03-24 14:06:14,339 - stpipe.Image3Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits' reftypes = ['abvegaoffset', 'apcorr', 'drizpars']
2022-03-24 14:06:14,354 - stpipe.Image3Pipeline - INFO - Prefetch for ABVEGAOFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_abvegaoffset_0001.asdf'.
2022-03-24 14:06:14,356 - stpipe.Image3Pipeline - INFO - Prefetch for APCORR reference file is '/grp/crds/cache/references/jwst/jwst_miri_apcorr_0005.fits'.
2022-03-24 14:06:14,358 - stpipe.Image3Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-03-24 14:06:14,359 - stpipe.Image3Pipeline - INFO - Starting calwebb_image3 ...
2022-03-24 14:06:15,061 - stpipe.Image3Pipeline.tweakreg - INFO - Step tweakreg running with args (<ModelContainer>,).
2022-03-24 14:06:15,063 - stpipe.Image3Pipeline.tweakreg - INFO - Step tweakreg parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': True, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_catalogs': False, 'catalog_format': 'ecsv', 'kernel_fwhm': 2.187, 'snr_threshold': 8, 'brightest': 1000, 'peakmax': None, 'enforce_user_order': False, 'expand_refcat': False, 'minobj': 5, 'searchrad': 1.0, 'use2dhist': False, 'separation': 0.5, 'tolerance': 1.0, 'xoffset': 0.0, 'yoffset': 0.0, 'fitgeometry': 'shift', 'nclip': 3, 'sigma': 5, 'align_to_gaia': False, 'gaia_catalog': 'GAIADR2', 'min_gaia': 5, 'save_gaia_catalog': False}
2022-03-24 14:06:15,287 - stpipe.Image3Pipeline.tweakreg - INFO - Detected 36 sources in det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits.
2022-03-24 14:06:15,549 - stpipe.Image3Pipeline.tweakreg - INFO - Detected 33 sources in det_image_seq2_MIRIMAGE_F770Wexp1_cal.fits.
2022-03-24 14:06:15,782 - stpipe.Image3Pipeline.tweakreg - INFO - Detected 35 sources in det_image_seq3_MIRIMAGE_F770Wexp1_cal.fits.
2022-03-24 14:06:16,038 - stpipe.Image3Pipeline.tweakreg - INFO - Detected 46 sources in det_image_seq4_MIRIMAGE_F770Wexp1_cal.fits.
2022-03-24 14:06:16,061 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,061 - stpipe.Image3Pipeline.tweakreg - INFO - Number of image groups to be aligned: 4.
2022-03-24 14:06:16,062 - stpipe.Image3Pipeline.tweakreg - INFO - Image groups:
2022-03-24 14:06:16,090 - stpipe.Image3Pipeline.tweakreg - INFO - * Images in GROUP 'det_image_seq1_MIRIMAGE_F770Wexp1_cal':
2022-03-24 14:06:16,091 - stpipe.Image3Pipeline.tweakreg - INFO - det_image_seq1_MIRIMAGE_F770Wexp1_cal
2022-03-24 14:06:16,115 - stpipe.Image3Pipeline.tweakreg - INFO - * Images in GROUP 'det_image_seq2_MIRIMAGE_F770Wexp1_cal':
2022-03-24 14:06:16,115 - stpipe.Image3Pipeline.tweakreg - INFO - det_image_seq2_MIRIMAGE_F770Wexp1_cal
2022-03-24 14:06:16,138 - stpipe.Image3Pipeline.tweakreg - INFO - * Images in GROUP 'det_image_seq3_MIRIMAGE_F770Wexp1_cal':
2022-03-24 14:06:16,139 - stpipe.Image3Pipeline.tweakreg - INFO - det_image_seq3_MIRIMAGE_F770Wexp1_cal
2022-03-24 14:06:16,161 - stpipe.Image3Pipeline.tweakreg - INFO - * Images in GROUP 'det_image_seq4_MIRIMAGE_F770Wexp1_cal':
2022-03-24 14:06:16,161 - stpipe.Image3Pipeline.tweakreg - INFO - det_image_seq4_MIRIMAGE_F770Wexp1_cal
2022-03-24 14:06:16,161 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,162 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,162 - stpipe.Image3Pipeline.tweakreg - INFO - ***** tweakwcs.imalign.align_wcs() started on 2022-03-24 14:06:16.162172
2022-03-24 14:06:16,162 - stpipe.Image3Pipeline.tweakreg - INFO - Version 0.7.3
2022-03-24 14:06:16,163 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,245 - stpipe.Image3Pipeline.tweakreg - INFO - Selected image 'GROUP ID: det_image_seq1_MIRIMAGE_F770Wexp1_cal' as reference image
2022-03-24 14:06:16,250 - stpipe.Image3Pipeline.tweakreg - INFO - Aligning image catalog 'GROUP ID: det_image_seq2_MIRIMAGE_F770Wexp1_cal' to the reference catalog.
2022-03-24 14:06:16,378 - stpipe.Image3Pipeline.tweakreg - INFO - Matching sources from 'det_image_seq2_MIRIMAGE_F770Wexp1_cal' catalog with sources from the reference 'det_image_seq1_MIRIMAGE_F770Wexp1_cal' catalog.
2022-03-24 14:06:16,380 - stpipe.Image3Pipeline.tweakreg - INFO - Found 25 matches for 'GROUP ID: det_image_seq2_MIRIMAGE_F770Wexp1_cal'...
2022-03-24 14:06:16,381 - stpipe.Image3Pipeline.tweakreg - INFO - Performing 'shift' fit
2022-03-24 14:06:16,383 - stpipe.Image3Pipeline.tweakreg - INFO - Computed 'shift' fit for GROUP ID: det_image_seq2_MIRIMAGE_F770Wexp1_cal:
2022-03-24 14:06:16,384 - stpipe.Image3Pipeline.tweakreg - INFO - XSH: -0.00523577 YSH: -0.00460672
2022-03-24 14:06:16,384 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,384 - stpipe.Image3Pipeline.tweakreg - INFO - FIT RMSE: 0.0292529 FIT MAE: 0.0158524
2022-03-24 14:06:16,385 - stpipe.Image3Pipeline.tweakreg - INFO - Final solution based on 25 objects.
2022-03-24 14:06:16,413 - stpipe.Image3Pipeline.tweakreg - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/gwcs/wcs.py:2947: DeprecationWarning: Indexing a WCS.pipeline step is deprecated. Use the `frame` and `transform` attributes instead.
warnings.warn("Indexing a WCS.pipeline step is deprecated. "
2022-03-24 14:06:16,424 - stpipe.Image3Pipeline.tweakreg - INFO - Aligning image catalog 'GROUP ID: det_image_seq3_MIRIMAGE_F770Wexp1_cal' to the reference catalog.
2022-03-24 14:06:16,546 - stpipe.Image3Pipeline.tweakreg - INFO - Matching sources from 'det_image_seq3_MIRIMAGE_F770Wexp1_cal' catalog with sources from the reference 'det_image_seq1_MIRIMAGE_F770Wexp1_cal' catalog.
2022-03-24 14:06:16,547 - stpipe.Image3Pipeline.tweakreg - INFO - Found 24 matches for 'GROUP ID: det_image_seq3_MIRIMAGE_F770Wexp1_cal'...
2022-03-24 14:06:16,548 - stpipe.Image3Pipeline.tweakreg - INFO - Performing 'shift' fit
2022-03-24 14:06:16,550 - stpipe.Image3Pipeline.tweakreg - INFO - Computed 'shift' fit for GROUP ID: det_image_seq3_MIRIMAGE_F770Wexp1_cal:
2022-03-24 14:06:16,550 - stpipe.Image3Pipeline.tweakreg - INFO - XSH: -0.000198679 YSH: -0.00267906
2022-03-24 14:06:16,551 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,551 - stpipe.Image3Pipeline.tweakreg - INFO - FIT RMSE: 0.00680934 FIT MAE: 0.00551607
2022-03-24 14:06:16,551 - stpipe.Image3Pipeline.tweakreg - INFO - Final solution based on 24 objects.
2022-03-24 14:06:16,590 - stpipe.Image3Pipeline.tweakreg - INFO - Aligning image catalog 'GROUP ID: det_image_seq4_MIRIMAGE_F770Wexp1_cal' to the reference catalog.
2022-03-24 14:06:16,716 - stpipe.Image3Pipeline.tweakreg - INFO - Matching sources from 'det_image_seq4_MIRIMAGE_F770Wexp1_cal' catalog with sources from the reference 'det_image_seq1_MIRIMAGE_F770Wexp1_cal' catalog.
2022-03-24 14:06:16,717 - stpipe.Image3Pipeline.tweakreg - INFO - Found 25 matches for 'GROUP ID: det_image_seq4_MIRIMAGE_F770Wexp1_cal'...
2022-03-24 14:06:16,718 - stpipe.Image3Pipeline.tweakreg - INFO - Performing 'shift' fit
2022-03-24 14:06:16,720 - stpipe.Image3Pipeline.tweakreg - INFO - Computed 'shift' fit for GROUP ID: det_image_seq4_MIRIMAGE_F770Wexp1_cal:
2022-03-24 14:06:16,720 - stpipe.Image3Pipeline.tweakreg - INFO - XSH: 0.00566956 YSH: 0.00118207
2022-03-24 14:06:16,721 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,721 - stpipe.Image3Pipeline.tweakreg - INFO - FIT RMSE: 0.0314286 FIT MAE: 0.0153639
2022-03-24 14:06:16,721 - stpipe.Image3Pipeline.tweakreg - INFO - Final solution based on 25 objects.
2022-03-24 14:06:16,759 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,760 - stpipe.Image3Pipeline.tweakreg - INFO - ***** tweakwcs.imalign.align_wcs() ended on 2022-03-24 14:06:16.759435
2022-03-24 14:06:16,760 - stpipe.Image3Pipeline.tweakreg - INFO - ***** tweakwcs.imalign.align_wcs() TOTAL RUN TIME: 0:00:00.597263
2022-03-24 14:06:16,760 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-03-24 14:06:16,965 - stpipe.Image3Pipeline.tweakreg - INFO - Step tweakreg done
2022-03-24 14:06:17,229 - stpipe.Image3Pipeline.skymatch - INFO - Step skymatch running with args (<ModelContainer>,).
2022-03-24 14:06:17,231 - stpipe.Image3Pipeline.skymatch - INFO - Step skymatch parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'skymethod': 'match', 'match_down': True, 'subtract': False, 'stepsize': None, 'skystat': 'mode', 'dqbits': '0', 'lower': None, 'upper': None, 'nclip': 5, 'lsigma': 4.0, 'usigma': 4.0, 'binwidth': 0.1}
2022-03-24 14:06:17,270 - stpipe.Image3Pipeline.skymatch - INFO -
2022-03-24 14:06:17,271 - stpipe.Image3Pipeline.skymatch - INFO - ***** jwst.skymatch.skymatch.match() started on 2022-03-24 14:06:17.270412
2022-03-24 14:06:17,271 - stpipe.Image3Pipeline.skymatch - INFO -
2022-03-24 14:06:17,272 - stpipe.Image3Pipeline.skymatch - INFO - Sky computation method: 'match'
2022-03-24 14:06:17,272 - stpipe.Image3Pipeline.skymatch - INFO - Sky matching direction: DOWN
2022-03-24 14:06:17,272 - stpipe.Image3Pipeline.skymatch - INFO - Sky subtraction from image data: OFF
2022-03-24 14:06:17,273 - stpipe.Image3Pipeline.skymatch - INFO -
2022-03-24 14:06:17,273 - stpipe.Image3Pipeline.skymatch - INFO - ---- Computing differences in sky values in overlapping regions.
2022-03-24 14:06:19,962 - stpipe.Image3Pipeline.skymatch - INFO - * Image ID=det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits. Sky background: 0
2022-03-24 14:06:19,963 - stpipe.Image3Pipeline.skymatch - INFO - * Image ID=det_image_seq2_MIRIMAGE_F770Wexp1_cal.fits. Sky background: 0.00635001
2022-03-24 14:06:19,964 - stpipe.Image3Pipeline.skymatch - INFO - * Image ID=det_image_seq3_MIRIMAGE_F770Wexp1_cal.fits. Sky background: 0.000689217
2022-03-24 14:06:19,964 - stpipe.Image3Pipeline.skymatch - INFO - * Image ID=det_image_seq4_MIRIMAGE_F770Wexp1_cal.fits. Sky background: 0.00184557
2022-03-24 14:06:19,964 - stpipe.Image3Pipeline.skymatch - INFO -
2022-03-24 14:06:19,965 - stpipe.Image3Pipeline.skymatch - INFO - ***** jwst.skymatch.skymatch.match() ended on 2022-03-24 14:06:19.964943
2022-03-24 14:06:19,965 - stpipe.Image3Pipeline.skymatch - INFO - ***** jwst.skymatch.skymatch.match() TOTAL RUN TIME: 0:00:02.694531
2022-03-24 14:06:19,965 - stpipe.Image3Pipeline.skymatch - INFO -
2022-03-24 14:06:19,980 - stpipe.Image3Pipeline.skymatch - INFO - Step skymatch done
2022-03-24 14:06:20,168 - stpipe.Image3Pipeline.outlier_detection - INFO - Step outlier_detection running with args (<ModelContainer>,).
2022-03-24 14:06:20,170 - stpipe.Image3Pipeline.outlier_detection - INFO - Step outlier_detection parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'crf', 'search_output_file': False, 'input_dir': '', 'weight_type': 'ivm', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'nlow': 0, 'nhigh': 0, 'maskpt': 0.7, 'grow': 1, 'snr': '5.0 4.0', 'scale': '1.2 0.7', 'backg': 0.0, 'save_intermediate_results': False, 'resample_data': True, 'good_bits': '~DO_NOT_USE', 'scale_detection': False, 'allowed_memory': None}
2022-03-24 14:06:20,178 - stpipe.Image3Pipeline.outlier_detection - INFO - Performing outlier detection on 4 inputs
2022-03-24 14:06:21,027 - stpipe.Image3Pipeline.outlier_detection - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:22,226 - stpipe.Image3Pipeline.outlier_detection - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:23,425 - stpipe.Image3Pipeline.outlier_detection - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:24,603 - stpipe.Image3Pipeline.outlier_detection - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:25,253 - stpipe.Image3Pipeline.outlier_detection - INFO - Generating median from 4 images
2022-03-24 14:06:25,818 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting median...
2022-03-24 14:06:26,531 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting (1024, 1032) <-- (1142, 1111)
2022-03-24 14:06:27,430 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting (1024, 1032) <-- (1142, 1111)
2022-03-24 14:06:28,350 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting (1024, 1032) <-- (1142, 1111)
2022-03-24 14:06:29,260 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting (1024, 1032) <-- (1142, 1111)
2022-03-24 14:06:29,282 - stpipe.Image3Pipeline.outlier_detection - INFO - Flagging outliers
2022-03-24 14:06:29,364 - stpipe.Image3Pipeline.outlier_detection - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/jwst/outlier_detection/outlier_detection.py:418: RuntimeWarning: overflow encountered in multiply
threshold1 = scale1 * blot_deriv + snr1 * err_data
2022-03-24 14:06:29,384 - stpipe.Image3Pipeline.outlier_detection - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/jwst/outlier_detection/outlier_detection.py:427: RuntimeWarning: overflow encountered in multiply
threshold2 = scale2 * blot_deriv + snr2 * err_data
2022-03-24 14:06:29,403 - stpipe.Image3Pipeline.outlier_detection - INFO - New pixels flagged as outliers: 1188 (0.11%)
2022-03-24 14:06:29,492 - stpipe.Image3Pipeline.outlier_detection - INFO - New pixels flagged as outliers: 674 (0.06%)
2022-03-24 14:06:29,581 - stpipe.Image3Pipeline.outlier_detection - INFO - New pixels flagged as outliers: 617 (0.06%)
2022-03-24 14:06:29,666 - stpipe.Image3Pipeline.outlier_detection - INFO - New pixels flagged as outliers: 1046 (0.10%)
2022-03-24 14:06:29,939 - stpipe.Image3Pipeline.outlier_detection - INFO - Saved model in det_image_seq1_MIRIMAGE_F770Wexp1_a3001_crf.fits
2022-03-24 14:06:30,231 - stpipe.Image3Pipeline.outlier_detection - INFO - Saved model in det_image_seq2_MIRIMAGE_F770Wexp1_a3001_crf.fits
2022-03-24 14:06:30,528 - stpipe.Image3Pipeline.outlier_detection - INFO - Saved model in det_image_seq3_MIRIMAGE_F770Wexp1_a3001_crf.fits
2022-03-24 14:06:30,935 - stpipe.Image3Pipeline.outlier_detection - INFO - Saved model in det_image_seq4_MIRIMAGE_F770Wexp1_a3001_crf.fits
2022-03-24 14:06:30,936 - stpipe.Image3Pipeline.outlier_detection - INFO - Step outlier_detection done
2022-03-24 14:06:31,247 - stpipe.Image3Pipeline.resample - INFO - Step resample running with args (<ModelContainer>,).
2022-03-24 14:06:31,249 - stpipe.Image3Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-03-24 14:06:31,266 - stpipe.Image3Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-03-24 14:06:31,441 - stpipe.Image3Pipeline.resample - INFO - Blending metadata for starfield_combined.fits
2022-03-24 14:06:32,189 - stpipe.Image3Pipeline.resample - INFO - Resampling science data
2022-03-24 14:06:32,906 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:34,107 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:35,446 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:36,914 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:37,275 - stpipe.Image3Pipeline.resample - INFO - Resampling var_rnoise
2022-03-24 14:06:38,164 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:39,538 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:40,849 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:42,109 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:42,464 - stpipe.Image3Pipeline.resample - INFO - Resampling var_poisson
2022-03-24 14:06:43,188 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:44,550 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:46,022 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:47,385 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:47,724 - stpipe.Image3Pipeline.resample - INFO - Resampling var_flat
2022-03-24 14:06:48,409 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:49,663 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:50,900 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:52,175 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1111)
2022-03-24 14:06:52,565 - stpipe.Image3Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.021513693 -0.020379196 0.024586829 0.014639909 359.990548994 0.017626933 359.987475858 -0.017392172
2022-03-24 14:06:53,025 - stpipe.Image3Pipeline.resample - INFO - Saved model in starfield_combined_i2d.fits
2022-03-24 14:06:53,027 - stpipe.Image3Pipeline.resample - INFO - Step resample done
2022-03-24 14:06:53,277 - stpipe.Image3Pipeline.source_catalog - INFO - Step source_catalog running with args (<ImageModel(1142, 1111) from starfield_combined_i2d.fits>,).
2022-03-24 14:06:53,280 - stpipe.Image3Pipeline.source_catalog - INFO - Step source_catalog parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'cat', 'search_output_file': True, 'input_dir': '', 'bkg_boxsize': 100, 'kernel_fwhm': 2.187, 'snr_threshold': 8, 'npixels': 5, 'deblend': False, 'aperture_ee1': 30, 'aperture_ee2': 50, 'aperture_ee3': 70, 'ci1_star_threshold': 2.0, 'ci2_star_threshold': 1.8}
2022-03-24 14:06:53,296 - stpipe.Image3Pipeline.source_catalog - INFO - Using APCORR reference file /grp/crds/cache/references/jwst/jwst_miri_apcorr_0005.fits
2022-03-24 14:06:53,306 - stpipe.Image3Pipeline.source_catalog - INFO - Using ABVEGAOFFSET reference file /grp/crds/cache/references/jwst/jwst_miri_abvegaoffset_0001.asdf
2022-03-24 14:06:53,306 - stpipe.Image3Pipeline.source_catalog - INFO - Instrument: MIRI
2022-03-24 14:06:53,307 - stpipe.Image3Pipeline.source_catalog - INFO - Detector: MIRIMAGE
2022-03-24 14:06:53,307 - stpipe.Image3Pipeline.source_catalog - INFO - Filter: F770W
2022-03-24 14:06:53,308 - stpipe.Image3Pipeline.source_catalog - INFO - Subarray: FULL
2022-03-24 14:06:53,361 - stpipe.Image3Pipeline.source_catalog - INFO - AB to Vega magnitude offset 4.38398
2022-03-24 14:06:54,000 - stpipe.Image3Pipeline.source_catalog - INFO - Detected 542 sources
2022-03-24 14:06:54,640 - stpipe.Image3Pipeline.source_catalog - INFO - Wrote source catalog: starfield_combined_cat.ecsv
2022-03-24 14:06:54,763 - stpipe.Image3Pipeline.source_catalog - INFO - Saved model in starfield_combined_segm.fits
2022-03-24 14:06:54,765 - stpipe.Image3Pipeline.source_catalog - INFO - Wrote segmentation map: starfield_combined_segm.fits
2022-03-24 14:06:54,766 - stpipe.Image3Pipeline.source_catalog - INFO - Step source_catalog done
2022-03-24 14:06:54,767 - stpipe.Image3Pipeline - INFO - Step Image3Pipeline done
Image 3 pipeline finished.
photfile = 'starfield_combined_cat.ecsv'
input_file = 'starfield_combined_i2d.fits'
# Look at subset of table with full columns
# If you have negative fluxes or repeated values of xcentroid or ycentroid, you may be finding spurious sources at image edges
data = table.Table.read(photfile, format='ascii', comment='#')
smalltable = data['label', 'xcentroid', 'ycentroid','aper30_flux', 'aper50_flux', 'aper70_flux', 'CI_50_30', 'CI_70_50','aper_total_flux']
smalltable.pprint_all()
#print(smalltable)
label xcentroid ycentroid aper30_flux aper50_flux aper70_flux CI_50_30 CI_70_50 aper_total_flux
Jy Jy Jy Jy
----- --------- --------- ------------- ------------- ------------- -------- -------- ---------------
1 763.3133 9.4660 1.104254e-07 2.581005e-07 2.638155e-06 2.3373 10.2214 3.866768e-06
2 664.3938 9.6197 9.420412e-07 1.395448e-06 1.727501e-06 1.4813 1.2380 2.532014e-06
3 789.3075 21.2475 2.419135e-06 4.638843e-06 1.491313e-05 1.9176 3.2148 2.185830e-05
4 761.5629 17.2490 4.784576e-07 8.159571e-07 1.572031e-06 1.7054 1.9266 2.304140e-06
5 683.5598 19.0768 3.490577e-06 5.739489e-06 9.361098e-06 1.6443 1.6310 1.372065e-05
6 550.7455 23.1643 1.072205e-06 2.098891e-06 6.524325e-06 1.9575 3.1085 9.562763e-06
7 564.1469 20.4628 3.856490e-07 7.312124e-07 2.080709e-06 1.8961 2.8456 3.049715e-06
8 752.7782 25.2595 6.398910e-07 1.135555e-06 2.162111e-06 1.7746 1.9040 3.169026e-06
9 535.8722 28.3799 3.955753e-07 6.976807e-07 1.979986e-06 1.7637 2.8380 2.902083e-06
10 812.8288 28.1908 7.492340e-07 1.271347e-06 1.871719e-06 1.6969 1.4722 2.743396e-06
11 525.8352 28.7696 4.839515e-07 9.016717e-07 2.422481e-06 1.8631 2.6867 3.550652e-06
12 711.3489 37.9951 3.622965e-06 6.303407e-06 1.048882e-05 1.7398 1.6640 1.537357e-05
13 782.0476 36.5025 5.550076e-07 8.974199e-07 1.212457e-06 1.6170 1.3510 1.777109e-06
14 765.9125 42.6063 3.101984e-05 5.168668e-05 8.504737e-05 1.6662 1.6454 1.246547e-04
15 846.5429 38.8466 9.794825e-07 1.634637e-06 2.839173e-06 1.6689 1.7369 4.161401e-06
16 548.2943 39.4886 1.758839e-06 2.823003e-06 4.851706e-06 1.6050 1.7186 7.111189e-06
17 704.0009 44.2897 6.558467e-07 1.123545e-06 1.628877e-06 1.7131 1.4498 2.387459e-06
18 353.3239 46.2296 2.917684e-06 5.061183e-06 8.842384e-06 1.7347 1.7471 1.296036e-05
19 875.1809 47.1587 1.929626e-06 3.371022e-06 5.815388e-06 1.7470 1.7251 8.523667e-06
20 692.3250 48.6368 1.069079e-06 1.711696e-06 2.840057e-06 1.6011 1.6592 4.162698e-06
21 580.3677 58.2708 2.149409e-06 6.817383e-06 3.151384e-05 3.1717 4.6226 4.619012e-05
22 555.5772 51.7797 1.163722e-06 1.898564e-06 3.069193e-06 1.6315 1.6166 4.498544e-06
23 677.7253 53.6654 7.750701e-07 1.292591e-06 2.380681e-06 1.6677 1.8418 3.489386e-06
24 382.7748 54.5893 1.101860e-06 1.788498e-06 3.050311e-06 1.6232 1.7055 4.470868e-06
25 953.2536 60.2619 6.604885e-06 1.122728e-05 1.902214e-05 1.6998 1.6943 2.788092e-05
26 603.8171 63.1831 5.441794e-07 9.548610e-07 1.602195e-06 1.7547 1.6779 2.348352e-06
27 393.3074 76.0486 6.754990e-07 1.164757e-06 2.013183e-06 1.7243 1.7284 2.950741e-06
28 435.3012 77.9824 6.185409e-07 1.061450e-06 1.664461e-06 1.7161 1.5681 2.439616e-06
29 582.3862 82.6655 1.151943e-05 1.837425e-05 3.074904e-05 1.5951 1.6735 4.506915e-05
30 917.8968 81.4255 9.598076e-07 1.649344e-06 2.933999e-06 1.7184 1.7789 4.300389e-06
31 965.0395 85.6901 5.628428e-07 1.000520e-06 1.932501e-06 1.7776 1.9315 2.832484e-06
32 527.3632 94.9513 9.172457e-07 2.278442e-06 2.173979e-05 2.4840 9.5415 3.186420e-05
33 722.4805 88.0076 5.732034e-07 9.607011e-07 1.486135e-06 1.6760 1.5469 2.178242e-06
34 486.4707 91.2357 1.062531e-06 1.701936e-06 2.721806e-06 1.6018 1.5992 3.989376e-06
35 498.5902 96.2351 5.926725e-07 9.768037e-07 1.682893e-06 1.6481 1.7229 2.466632e-06
36 960.3413 98.9408 7.818223e-07 1.406998e-06 2.783409e-06 1.7996 1.9783 4.079668e-06
37 697.3659 132.7282 3.326210e-08 5.744687e-08 3.136970e-07 1.7271 5.4606 4.597886e-07
38 964.1299 114.5512 9.728979e-07 1.859684e-06 6.470747e-06 1.9115 3.4795 9.484232e-06
39 617.2507 113.2861 2.328369e-06 3.883697e-06 6.780216e-06 1.6680 1.7458 9.937824e-06
40 451.1577 114.4272 1.402128e-06 2.291371e-06 3.870490e-06 1.6342 1.6892 5.673012e-06
41 927.7947 115.0744 2.987153e-06 5.324768e-06 9.056777e-06 1.7826 1.7009 1.327460e-05
42 387.7936 115.3948 5.889553e-07 9.590923e-07 1.830504e-06 1.6285 1.9086 2.682987e-06
43 567.6020 119.3775 1.347712e-06 2.164076e-06 3.608381e-06 1.6057 1.6674 5.288837e-06
44 670.2278 119.9861 7.581153e-07 1.348995e-06 2.398391e-06 1.7794 1.7779 3.515344e-06
45 747.0129 121.4993 1.023289e-06 1.755566e-06 3.174269e-06 1.7156 1.8081 4.652555e-06
46 884.7505 129.7542 2.277501e-05 3.869478e-05 6.640618e-05 1.6990 1.7162 9.733215e-05
47 837.3322 128.2399 2.679659e-06 4.429452e-06 7.614462e-06 1.6530 1.7191 1.116059e-05
48 971.1720 127.8501 3.568867e-07 6.302865e-07 1.026604e-06 1.7661 1.6288 1.504702e-06
49 752.0883 134.7412 4.205099e-06 7.172278e-06 1.195568e-05 1.7056 1.6669 1.752355e-05
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210 416.5400 526.6938 1.527806e-06 2.394665e-06 3.831842e-06 1.5674 1.6002 5.616365e-06
211 530.3587 526.4795 1.283001e-06 2.074620e-06 3.625062e-06 1.6170 1.7473 5.313287e-06
212 699.5637 527.7318 4.422175e-07 7.720814e-07 1.765122e-06 1.7459 2.2862 2.587156e-06
213 898.8515 527.6181 1.300547e-06 2.236804e-06 3.916031e-06 1.7199 1.7507 5.739762e-06
214 484.4483 532.1557 6.195462e-06 1.021202e-05 1.711049e-05 1.6483 1.6755 2.507900e-05
215 701.5988 536.1315 1.656774e-06 2.788254e-06 4.705005e-06 1.6829 1.6874 6.896168e-06
216 842.9254 535.7957 1.059411e-06 1.856283e-06 3.099355e-06 1.7522 1.6697 4.542753e-06
217 892.8460 540.9115 5.929756e-06 1.041474e-05 1.737283e-05 1.7564 1.6681 2.546351e-05
218 704.9395 554.1069 1.974141e-06 3.823553e-06 1.230099e-05 1.9368 3.2172 1.802967e-05
219 1083.3291 543.0298 7.494544e-07 1.282985e-06 1.952006e-06 1.7119 1.5215 2.861072e-06
220 440.9952 571.4053 2.124643e-06 4.248003e-06 1.632130e-05 1.9994 3.8421 2.392228e-05
221 707.5503 545.5086 4.944175e-07 7.990172e-07 1.437572e-06 1.6161 1.7992 2.107063e-06
222 906.2019 549.2144 7.108860e-06 1.237171e-05 2.157114e-05 1.7403 1.7436 3.161701e-05
223 384.6749 547.0403 5.464466e-07 9.622576e-07 1.765070e-06 1.7609 1.8343 2.587080e-06
224 642.4183 547.9177 4.826261e-07 8.861438e-07 2.363884e-06 1.8361 2.6676 3.464767e-06
225 996.3006 548.6323 8.699626e-07 1.470914e-06 2.583864e-06 1.6908 1.7566 3.787192e-06
226 1087.3412 551.5542 7.136387e-07 1.229555e-06 2.400054e-06 1.7229 1.9520 3.517781e-06
227 579.0870 553.3485 6.989537e-07 1.179492e-06 1.943875e-06 1.6875 1.6481 2.849156e-06
228 1093.6927 556.8593 8.302223e-06 1.404142e-05 2.354149e-05 1.6913 1.6766 3.450497e-05
229 615.3720 557.8930 2.780855e-06 4.755712e-06 8.167032e-06 1.7102 1.7173 1.197049e-05
230 978.0020 556.4234 1.060914e-06 1.789201e-06 3.057534e-06 1.6865 1.7089 4.481455e-06
231 1027.8953 557.0993 2.139389e-06 3.800551e-06 6.389408e-06 1.7765 1.6812 9.365013e-06
232 729.4916 557.9917 4.468501e-07 7.606756e-07 1.328658e-06 1.7023 1.7467 1.947426e-06
233 528.3534 559.9004 6.715024e-07 1.154167e-06 2.027179e-06 1.7188 1.7564 2.971255e-06
234 406.0336 562.0656 9.672627e-07 1.743315e-06 2.915660e-06 1.8023 1.6725 4.273510e-06
235 935.1515 562.2648 1.381840e-06 2.342303e-06 3.997652e-06 1.6951 1.7067 5.859394e-06
236 955.2523 563.6258 3.205963e-06 5.393561e-06 9.296703e-06 1.6824 1.7237 1.362626e-05
237 528.1582 566.6675 5.533242e-07 9.517999e-07 1.715648e-06 1.7201 1.8025 2.514640e-06
238 460.6140 573.3491 4.753584e-06 7.903109e-06 1.400282e-05 1.6626 1.7718 2.052406e-05
239 596.3493 582.3753 6.769048e-07 1.125509e-06 1.794268e-06 1.6627 1.5942 2.629875e-06
240 635.4354 592.8998 1.164555e-06 1.952340e-06 3.347901e-06 1.6765 1.7148 4.907049e-06
241 885.7045 593.3575 1.462132e-06 2.393562e-06 4.111583e-06 1.6370 1.7178 6.026384e-06
242 865.3580 598.2156 4.827023e-07 1.029780e-06 1.428427e-05 2.1334 13.8712 2.093659e-05
243 948.8182 594.6982 1.083987e-06 1.826934e-06 3.098882e-06 1.6854 1.6962 4.542060e-06
244 350.8949 601.6299 1.261972e-06 2.101863e-06 3.142951e-06 1.6655 1.4953 4.606652e-06
245 920.2836 604.1898 7.629932e-07 1.308961e-06 2.282774e-06 1.7156 1.7440 3.345882e-06
246 843.0079 605.0082 3.916324e-07 7.000562e-07 1.028313e-06 1.7875 1.4689 1.507208e-06
247 650.1583 605.8284 3.846431e-07 6.995427e-07 1.467781e-06 1.8187 2.0982 2.151340e-06
248 1075.2848 609.2059 1.369281e-05 2.348629e-05 3.939750e-05 1.7152 1.6775 5.774527e-05
249 478.6146 609.5505 5.927295e-07 9.854362e-07 1.775756e-06 1.6625 1.8020 2.602742e-06
250 497.1309 610.9708 8.847144e-07 1.589450e-06 2.664717e-06 1.7966 1.6765 3.905700e-06
251 730.7799 619.4887 1.207901e-06 2.377700e-06 2.374922e-05 1.9685 9.9883 3.480944e-05
252 522.5024 616.5210 1.418259e-06 2.195919e-06 3.678050e-06 1.5483 1.6749 5.390952e-06
253 611.2241 615.3892 4.854506e-07 7.927620e-07 1.338731e-06 1.6330 1.6887 1.962190e-06
254 444.2797 620.2154 1.263325e-06 2.160564e-06 3.976536e-06 1.7102 1.8405 5.828445e-06
255 848.8038 619.6574 7.438801e-07 1.235275e-06 2.102370e-06 1.6606 1.7019 3.081463e-06
256 1090.7846 627.6814 1.164407e-06 2.290869e-06 7.549753e-06 1.9674 3.2956 1.106574e-05
257 573.1348 630.7271 5.329762e-06 1.077895e-05 3.345704e-05 2.0224 3.1039 4.903828e-05
258 591.8599 630.6319 5.281393e-07 9.135958e-07 1.693073e-06 1.7298 1.8532 2.481552e-06
259 995.7847 633.4482 5.437302e-06 8.907153e-06 1.524441e-05 1.6382 1.7115 2.234387e-05
260 438.8134 633.8727 5.405008e-07 9.698667e-07 1.694907e-06 1.7944 1.7476 2.484241e-06
261 553.1978 634.5203 6.478323e-07 1.065787e-06 1.928693e-06 1.6452 1.8096 2.826903e-06
262 403.9890 641.2900 4.598214e-06 8.136109e-06 1.419495e-05 1.7694 1.7447 2.080567e-05
263 733.9859 640.7450 5.273646e-07 9.195779e-07 1.609797e-06 1.7437 1.7506 2.359495e-06
264 767.8727 642.1241 4.601563e-07 8.105866e-07 1.315751e-06 1.7615 1.6232 1.928508e-06
265 887.2970 642.9883 5.153899e-07 8.853209e-07 1.513486e-06 1.7178 1.7095 2.218330e-06
266 993.5172 646.2954 1.687151e-06 2.938119e-06 6.897509e-06 1.7415 2.3476 1.010974e-05
267 750.7111 646.5851 6.679996e-07 1.102024e-06 2.329873e-06 1.6497 2.1142 3.414916e-06
268 932.7034 646.8656 1.079074e-06 1.853244e-06 3.150419e-06 1.7174 1.6999 4.617598e-06
269 736.3223 647.5857 5.930213e-07 9.837136e-07 1.853383e-06 1.6588 1.8841 2.716520e-06
270 574.8275 653.1666 1.099045e-05 1.917315e-05 3.195266e-05 1.7445 1.6665 4.683330e-05
271 939.7963 655.4925 6.789727e-07 1.150833e-06 1.950962e-06 1.6950 1.6953 2.859542e-06
272 553.5640 660.2004 8.633469e-06 1.555855e-05 3.504155e-05 1.8021 2.2522 5.136072e-05
273 369.0852 662.9523 3.921541e-06 6.998458e-06 1.149383e-05 1.7846 1.6423 1.684661e-05
274 1075.4009 663.2066 4.517964e-06 7.510660e-06 1.259234e-05 1.6624 1.6766 1.845671e-05
275 867.9771 662.0137 4.375969e-07 8.153150e-07 1.313648e-06 1.8632 1.6112 1.925426e-06
276 765.4013 664.6567 2.192160e-06 3.476918e-06 5.723767e-06 1.5861 1.6462 8.389377e-06
277 999.8553 669.1934 5.097682e-06 8.903070e-06 1.518993e-05 1.7465 1.7061 2.226401e-05
278 653.9339 671.5042 5.312098e-07 8.902164e-07 1.798604e-06 1.6758 2.0204 2.636230e-06
279 840.4933 683.0940 7.564500e-06 1.271174e-05 2.201048e-05 1.6804 1.7315 3.226096e-05
280 663.2306 682.2477 1.130325e-06 1.967897e-06 3.413351e-06 1.7410 1.7345 5.002980e-06
281 797.3173 693.1620 2.747329e-05 4.738676e-05 8.293421e-05 1.7248 1.7502 1.215574e-04
282 752.2263 693.3861 2.086057e-06 3.831841e-06 1.020565e-05 1.8369 2.6634 1.495851e-05
283 522.7721 690.4401 1.095879e-06 1.803898e-06 3.333486e-06 1.6461 1.8479 4.885920e-06
284 729.5070 694.7543 7.235967e-07 1.173339e-06 2.092091e-06 1.6215 1.7830 3.066397e-06
285 770.1476 695.7011 3.806172e-07 6.743791e-07 1.482501e-06 1.7718 2.1983 2.172915e-06
286 651.4909 700.9141 2.208850e-06 4.208385e-06 1.242089e-05 1.9052 2.9515 1.820542e-05
287 761.9192 708.0234 1.127312e-06 2.035072e-06 3.346332e-06 1.8052 1.6443 4.904749e-06
288 742.5957 715.3997 1.694815e-05 2.784776e-05 5.000039e-05 1.6431 1.7955 7.328603e-05
289 804.4701 712.1307 3.925911e-07 7.395276e-07 2.014784e-06 1.8837 2.7244 2.953087e-06
290 837.9481 714.6693 3.182387e-06 5.859200e-06 1.220743e-05 1.8411 2.0835 1.789255e-05
291 990.9849 711.5141 5.702972e-07 9.460453e-07 1.498277e-06 1.6589 1.5837 2.196038e-06
292 792.9711 713.2250 4.769356e-07 8.460122e-07 1.531003e-06 1.7739 1.8097 2.244005e-06
293 1080.9589 713.2320 8.750318e-07 1.534604e-06 2.638173e-06 1.7538 1.7191 3.866795e-06
294 591.4171 718.5885 5.938497e-06 9.520066e-06 1.645434e-05 1.6031 1.7284 2.411727e-05
295 511.4151 722.9921 1.168060e-06 2.128909e-06 5.429612e-06 1.8226 2.5504 7.958231e-06
296 574.9729 727.3082 3.690979e-07 6.990645e-07 1.742265e-06 1.8940 2.4923 2.553653e-06
297 683.6110 734.3905 7.513370e-06 1.353715e-05 3.401149e-05 1.8017 2.5125 4.985095e-05
298 966.6724 730.3445 6.079783e-06 9.793281e-06 1.646567e-05 1.6108 1.6813 2.413388e-05
299 396.3028 735.3000 4.528910e-06 8.135287e-06 2.206600e-05 1.7963 2.7124 3.234233e-05
300 757.0181 731.0183 4.844589e-07 8.696956e-07 1.334555e-06 1.7952 1.5345 1.956069e-06
301 659.7248 734.4020 1.163808e-06 1.972368e-06 3.583143e-06 1.6948 1.8167 5.251845e-06
302 773.1089 765.8225 4.182347e-08 7.466019e-08 1.648265e-06 1.7851 22.0769 2.415878e-06
303 801.3884 733.5658 9.400149e-07 1.522718e-06 2.760925e-06 1.6199 1.8132 4.046713e-06
304 990.7465 733.0153 7.812942e-07 1.361588e-06 2.217524e-06 1.7427 1.6286 3.250245e-06
305 615.8155 740.7200 3.886540e-07 7.688580e-07 3.119253e-06 1.9783 4.0570 4.571917e-06
306 794.9679 735.6925 4.997015e-07 8.791934e-07 1.522978e-06 1.7594 1.7322 2.232243e-06
307 571.5038 737.9730 5.811501e-07 9.763055e-07 1.588149e-06 1.6800 1.6267 2.327764e-06
308 991.0252 738.9921 7.628096e-07 1.383157e-06 2.289688e-06 1.8132 1.6554 3.356017e-06
309 423.1430 741.9258 3.475407e-06 6.217061e-06 1.055861e-05 1.7889 1.6983 1.547585e-05
310 816.9390 743.5045 1.186447e-06 2.007285e-06 3.393966e-06 1.6918 1.6908 4.974567e-06
311 840.2261 746.1832 1.674981e-06 2.899500e-06 5.110283e-06 1.7311 1.7625 7.490189e-06
312 1013.8180 747.7019 5.544368e-06 9.445603e-06 1.651370e-05 1.7036 1.7483 2.420428e-05
313 359.2036 747.0745 1.287082e-06 2.252263e-06 3.774638e-06 1.7499 1.6759 5.532522e-06
314 702.0045 748.6977 5.408427e-07 9.433349e-07 1.667799e-06 1.7442 1.7680 2.444508e-06
315 793.8012 750.7935 4.418274e-07 7.598457e-07 1.335459e-06 1.7198 1.7575 1.957394e-06
316 475.9608 752.4952 5.513716e-07 9.136618e-07 1.528830e-06 1.6571 1.6733 2.240820e-06
317 936.4915 758.7841 9.433466e-07 1.542102e-06 2.654372e-06 1.6347 1.7213 3.890537e-06
318 858.3843 762.8049 4.430162e-07 7.607564e-07 1.400954e-06 1.7172 1.8415 2.053391e-06
319 617.4581 766.9672 1.164580e-06 1.983627e-06 3.398665e-06 1.7033 1.7134 4.981455e-06
320 317.0349 769.8187 6.431937e-06 1.168956e-05 2.052517e-05 1.8174 1.7559 3.008392e-05
321 147.5400 770.4953 9.438870e-07 1.439496e-06 2.313177e-06 1.5251 1.6069 3.390444e-06
322 59.3032 778.4572 1.494764e-05 2.612806e-05 6.039917e-05 1.7480 2.3117 8.852762e-05
323 198.4225 775.0953 1.673516e-06 2.719608e-06 3.149134e-06 1.6251 1.1579 4.615714e-06
324 733.1468 777.9690 7.818666e-07 1.557367e-06 5.206158e-06 1.9919 3.3429 7.630713e-06
325 997.2152 783.0931 1.886890e-06 3.606334e-06 1.039728e-05 1.9113 2.8831 1.523938e-05
326 3.8270 781.5906 1.826259e-05 3.386746e-05 9.134312e-05 1.8545 2.6971 1.338824e-04
327 561.1139 779.8429 1.965393e-06 3.447473e-06 5.546581e-06 1.7541 1.6089 8.129674e-06
328 507.9549 780.7350 1.768153e-06 3.028321e-06 4.931818e-06 1.7127 1.6286 7.228611e-06
329 843.9170 780.9209 1.782259e-06 3.234726e-06 5.423904e-06 1.8150 1.6768 7.949865e-06
330 979.2479 781.3970 9.173092e-07 1.555538e-06 2.748490e-06 1.6958 1.7669 4.028487e-06
331 1096.4027 781.2170 6.289362e-07 1.054150e-06 2.688039e-06 1.6761 2.5500 3.939883e-06
332 702.1720 786.5661 1.214067e-06 2.030448e-06 3.412227e-06 1.6724 1.6805 5.001332e-06
333 491.6535 790.2733 1.587057e-06 2.581401e-06 4.201509e-06 1.6265 1.6276 6.158191e-06
334 560.9937 792.8077 1.117625e-05 1.976349e-05 3.286820e-05 1.7683 1.6631 4.817522e-05
335 20.6344 795.1183 1.468527e-05 2.461570e-05 3.998554e-05 1.6762 1.6244 5.860717e-05
336 1097.9464 792.6481 3.764210e-06 6.306010e-06 1.588872e-05 1.6753 2.5196 2.328824e-05
337 582.6336 794.0644 4.534406e-06 7.640527e-06 1.253969e-05 1.6850 1.6412 1.837953e-05
338 480.1238 794.1654 1.543328e-06 2.680412e-06 4.337794e-06 1.7368 1.6183 6.357944e-06
339 615.6114 792.7839 4.593905e-07 7.853409e-07 1.338433e-06 1.7095 1.7043 1.961753e-06
340 306.5222 796.1340 4.446090e-06 7.403655e-06 1.289215e-05 1.6652 1.7413 1.889614e-05
341 695.1927 794.9700 7.281576e-07 1.286655e-06 2.058276e-06 1.7670 1.5997 3.016833e-06
342 152.3031 796.3832 9.424745e-07 1.561574e-06 2.766755e-06 1.6569 1.7718 4.055258e-06
343 570.2585 802.4921 2.590376e-05 4.192881e-05 7.123404e-05 1.6186 1.6989 1.044084e-04
344 1018.4579 798.7270 1.108700e-06 1.837259e-06 3.224239e-06 1.6571 1.7549 4.725797e-06
345 539.9242 800.7117 4.492684e-06 7.715472e-06 1.281412e-05 1.7173 1.6608 1.878177e-05
346 426.5888 800.8625 1.974046e-06 3.320406e-06 5.777188e-06 1.6820 1.7399 8.467677e-06
347 917.9235 802.3890 7.132888e-07 1.321482e-06 3.341543e-06 1.8527 2.5286 4.897730e-06
348 625.6312 803.4804 2.661310e-06 4.204982e-06 7.148113e-06 1.5800 1.6999 1.047705e-05
349 872.0706 806.2864 1.806698e-05 3.217169e-05 5.634245e-05 1.7807 1.7513 8.258164e-05
350 933.1073 806.3587 1.617239e-06 3.222922e-06 1.278130e-05 1.9929 3.9657 1.873367e-05
351 229.1198 804.1715 6.459973e-07 1.154609e-06 1.910159e-06 1.7873 1.6544 2.799738e-06
352 615.5302 808.8930 7.929048e-06 1.344392e-05 2.361866e-05 1.6955 1.7568 3.461808e-05
353 857.3275 813.7103 7.878690e-06 1.495520e-05 3.951795e-05 1.8982 2.6424 5.792182e-05
354 314.1413 806.8104 5.970167e-07 1.004672e-06 1.686350e-06 1.6828 1.6785 2.471698e-06
355 371.4998 807.9425 5.169457e-07 8.545480e-07 1.606223e-06 1.6531 1.8796 2.354255e-06
356 468.6275 808.3938 1.176383e-06 1.872132e-06 3.216433e-06 1.5914 1.7181 4.714355e-06
357 717.0157 810.9785 6.618288e-07 1.192587e-06 1.945033e-06 1.8020 1.6309 2.850853e-06
358 642.1965 814.6002 4.356129e-07 7.353951e-07 1.308939e-06 1.6882 1.7799 1.918524e-06
359 605.0100 821.5373 5.380063e-07 1.307794e-06 1.898929e-05 2.4308 14.5201 2.783278e-05
360 634.1198 817.7757 2.165763e-06 3.750823e-06 6.284788e-06 1.7319 1.6756 9.211672e-06
361 899.5153 815.9759 5.523079e-07 9.191466e-07 1.568900e-06 1.6642 1.7069 2.299551e-06
362 37.0448 821.7550 9.791436e-07 2.042030e-06 1.410638e-05 2.0855 6.9080 2.067585e-05
363 689.0030 818.2120 6.175631e-07 1.097026e-06 2.048426e-06 1.7764 1.8673 3.002397e-06
364 834.3069 823.1766 1.153719e-05 1.959358e-05 3.337218e-05 1.6983 1.7032 4.891391e-05
365 1055.0731 822.5017 7.555147e-07 1.270381e-06 2.346739e-06 1.6815 1.8473 3.439636e-06
366 1008.6942 827.3364 1.781664e-06 2.905046e-06 4.814575e-06 1.6305 1.6573 7.056766e-06
367 912.8930 833.4067 7.836974e-07 1.459086e-06 4.061387e-06 1.8618 2.7835 5.952811e-06
368 119.5107 835.5732 1.579942e-05 2.537676e-05 4.540813e-05 1.6062 1.7894 6.655510e-05
369 814.8161 831.9682 7.860749e-07 1.368542e-06 2.026342e-06 1.7410 1.4807 2.970027e-06
370 323.6116 840.5614 3.876774e-08 8.464399e-08 2.099869e-06 2.1834 24.8082 3.077797e-06
371 973.0964 838.5651 2.770249e-05 4.662568e-05 8.178824e-05 1.6831 1.7541 1.198778e-04
372 103.7701 836.5163 8.544056e-07 1.429542e-06 2.713166e-06 1.6731 1.8979 3.976713e-06
373 514.9052 836.5019 5.402510e-07 8.780324e-07 1.479546e-06 1.6252 1.6851 2.168584e-06
374 572.3048 840.3026 4.109688e-06 7.742585e-06 2.027491e-05 1.8840 2.6186 2.971712e-05
375 784.1683 843.5035 2.451057e-06 4.589527e-06 1.430617e-05 1.8725 3.1171 2.096869e-05
376 476.9738 856.1847 5.052744e-07 1.133824e-06 9.114598e-06 2.2440 8.0388 1.335935e-05
377 726.8838 840.8332 6.038543e-07 1.045196e-06 1.709339e-06 1.7309 1.6354 2.505394e-06
378 674.2458 844.4265 4.015043e-07 8.306221e-07 2.918487e-06 2.0688 3.5136 4.277653e-06
379 57.4177 850.7792 6.231099e-07 1.015970e-06 1.662370e-06 1.6305 1.6362 2.436551e-06
380 426.9967 852.2587 7.311704e-07 1.274285e-06 2.094779e-06 1.7428 1.6439 3.070337e-06
381 1036.4667 852.4557 1.456702e-06 2.340192e-06 4.165635e-06 1.6065 1.7800 6.105610e-06
382 502.9933 853.5167 1.073894e-06 1.839228e-06 3.108130e-06 1.7127 1.6899 4.555614e-06
383 557.2436 855.7750 5.927406e-07 1.111688e-06 3.017491e-06 1.8755 2.7143 4.422764e-06
384 1068.0774 855.9467 3.404251e-06 6.041999e-06 9.850616e-06 1.7748 1.6304 1.443814e-05
385 803.1681 866.8942 1.680023e-05 3.058209e-05 5.987150e-05 1.8203 1.9577 8.775420e-05
386 19.7344 858.7488 1.172499e-06 1.917728e-06 3.037024e-06 1.6356 1.5837 4.451394e-06
387 645.5185 868.2404 7.872457e-06 1.321877e-05 2.399432e-05 1.6791 1.8152 3.516869e-05
388 551.2863 870.9563 6.030569e-06 1.048273e-05 1.766321e-05 1.7383 1.6850 2.588913e-05
389 873.5896 872.1276 2.078288e-06 4.212159e-06 1.489063e-05 2.0267 3.5352 2.182533e-05
390 934.7848 871.2273 5.674042e-07 9.894317e-07 1.918893e-06 1.7438 1.9394 2.812539e-06
391 927.2384 873.0171 7.282739e-07 1.279095e-06 2.216336e-06 1.7563 1.7327 3.248504e-06
392 983.2169 880.3220 3.097059e-05 5.212584e-05 8.887329e-05 1.6831 1.7050 1.302624e-04
393 555.6740 878.1331 1.167324e-06 1.985398e-06 3.331671e-06 1.7008 1.6781 4.883260e-06
394 198.7808 880.0821 1.594385e-06 2.791983e-06 4.654294e-06 1.7511 1.6670 6.821841e-06
395 442.8940 879.6405 7.866440e-07 1.356184e-06 2.358330e-06 1.7240 1.7389 3.456626e-06
396 609.7270 880.5489 9.801193e-07 1.630888e-06 2.837271e-06 1.6640 1.7397 4.158614e-06
397 1058.8588 880.8434 2.122129e-06 3.700052e-06 6.059179e-06 1.7436 1.6376 8.880994e-06
398 818.1657 885.1817 1.722070e-06 3.014250e-06 5.230489e-06 1.7504 1.7353 7.666375e-06
399 586.3735 887.3415 3.476249e-06 5.663739e-06 9.791305e-06 1.6293 1.7288 1.435121e-05
400 475.4564 888.5081 1.220530e-06 1.876276e-06 3.131273e-06 1.5373 1.6689 4.589535e-06
401 15.3127 888.8511 9.148491e-07 1.525143e-06 2.566532e-06 1.6671 1.6828 3.761789e-06
402 211.2253 889.5951 1.084963e-06 1.800829e-06 2.877526e-06 1.6598 1.5979 4.217616e-06
403 991.5760 889.5286 7.839773e-07 1.261272e-06 2.417068e-06 1.6088 1.9164 3.542719e-06
404 700.6192 890.1955 4.278704e-07 7.400639e-07 1.347445e-06 1.7296 1.8207 1.974962e-06
405 866.8120 890.2416 1.009388e-06 1.766888e-06 3.023075e-06 1.7505 1.7110 4.430949e-06
406 326.2628 891.9897 5.185645e-07 9.172548e-07 1.529880e-06 1.7688 1.6679 2.242360e-06
407 639.7462 892.4953 8.308409e-07 1.413352e-06 2.567427e-06 1.7011 1.8166 3.763101e-06
408 247.9736 894.2604 8.438185e-07 1.460104e-06 2.400640e-06 1.7304 1.6442 3.518640e-06
409 726.8189 899.2514 3.685952e-07 7.050043e-07 2.027743e-06 1.9127 2.8762 2.972081e-06
410 212.7162 900.8329 2.043364e-06 3.448935e-06 5.694482e-06 1.6879 1.6511 8.346453e-06
411 400.9888 901.6004 9.015391e-07 1.603077e-06 2.686288e-06 1.7782 1.6757 3.937316e-06
412 743.8734 901.6447 1.158226e-06 2.014802e-06 3.584140e-06 1.7396 1.7789 5.253307e-06
413 111.5315 907.6161 2.872229e-05 4.568615e-05 7.676942e-05 1.5906 1.6804 1.125216e-04
414 465.3404 904.0977 6.931658e-07 1.164504e-06 1.972022e-06 1.6800 1.6934 2.890411e-06
415 737.2094 904.6048 4.510885e-07 7.112161e-07 1.089065e-06 1.5767 1.5313 1.596253e-06
416 52.3481 945.4541 3.702161e-04 6.192936e-04 1.116316e-03 1.6728 1.8026 1.636194e-03
417 893.8456 908.4408 2.748523e-06 4.576082e-06 7.759294e-06 1.6649 1.6956 1.137287e-05
418 165.8409 908.1607 2.846176e-07 5.458207e-07 1.632580e-06 1.9177 2.9911 2.392888e-06
419 700.3979 914.2051 6.198080e-06 1.161141e-05 3.061714e-05 1.8734 2.6368 4.487581e-05
420 915.9652 908.0047 5.704645e-07 1.045404e-06 1.791970e-06 1.8325 1.7141 2.626506e-06
421 536.2080 916.8908 6.219933e-06 1.178406e-05 3.118054e-05 1.8946 2.6460 4.570160e-05
422 128.9567 911.2877 5.210774e-07 9.187871e-07 1.851744e-06 1.7632 2.0154 2.714119e-06
423 200.3496 912.2526 2.021097e-06 3.334690e-06 5.913580e-06 1.6499 1.7734 8.667589e-06
424 171.9012 914.6071 1.296862e-06 2.328960e-06 5.658877e-06 1.7958 2.4298 8.294268e-06
425 655.8811 916.9114 1.906319e-06 3.400260e-06 5.754147e-06 1.7837 1.6923 8.433906e-06
426 1028.4916 915.9919 5.817352e-07 9.791866e-07 1.577795e-06 1.6832 1.6113 2.312589e-06
427 783.0538 924.5335 6.445163e-05 1.071621e-04 1.780887e-04 1.6627 1.6619 2.610263e-04
428 915.6183 921.6693 7.605065e-07 1.456447e-06 4.949344e-06 1.9151 3.3982 7.254299e-06
429 1067.4961 921.6819 1.020610e-05 1.620140e-05 2.784162e-05 1.5874 1.7185 4.080772e-05
430 182.3270 921.0977 7.168716e-07 1.225928e-06 2.029278e-06 1.7101 1.6553 2.974331e-06
431 1046.0667 924.2417 1.755297e-06 3.349731e-06 1.062619e-05 1.9084 3.1723 1.557490e-05
432 577.2830 921.9662 5.496698e-07 9.558064e-07 1.663788e-06 1.7389 1.7407 2.438630e-06
433 351.3422 924.6805 2.519078e-06 4.048570e-06 6.745103e-06 1.6072 1.6660 9.886359e-06
434 334.8214 928.9455 1.761623e-05 3.147026e-05 5.443261e-05 1.7864 1.7297 7.978238e-05
435 88.7877 927.7961 1.142874e-06 2.000882e-06 3.437299e-06 1.7507 1.7179 5.038080e-06
436 762.0006 926.6843 4.503811e-07 7.839919e-07 1.801497e-06 1.7407 2.2979 2.640471e-06
437 836.3756 928.3568 1.011048e-06 1.661742e-06 2.753652e-06 1.6436 1.6571 4.036052e-06
438 947.7855 930.1914 3.543198e-06 6.051875e-06 1.011211e-05 1.7080 1.6709 1.482141e-05
439 434.3773 933.0896 7.271045e-07 1.224931e-06 2.035803e-06 1.6847 1.6620 2.983895e-06
440 389.5099 938.1354 1.330414e-05 2.224224e-05 3.927329e-05 1.6718 1.7657 5.756322e-05
441 898.4620 939.8506 1.308602e-06 2.528404e-06 8.718371e-06 1.9321 3.4482 1.277860e-05
442 162.8910 939.1896 7.079440e-07 1.240499e-06 1.925492e-06 1.7523 1.5522 2.822211e-06
443 198.9670 967.3928 1.758546e-04 3.025364e-04 5.133626e-04 1.7204 1.6969 7.524403e-04
444 456.0875 947.4164 7.184362e-06 1.285842e-05 3.004032e-05 1.7898 2.3362 4.403036e-05
445 1014.9290 949.0936 5.758210e-06 1.107875e-05 2.995311e-05 1.9240 2.7037 4.390255e-05
446 508.5228 944.3979 8.059119e-07 1.274225e-06 2.170551e-06 1.5811 1.7034 3.181397e-06
447 589.4173 947.6419 9.315968e-07 1.506608e-06 2.720319e-06 1.6172 1.8056 3.987196e-06
448 309.0429 948.6896 5.760372e-07 9.769798e-07 1.505259e-06 1.6960 1.5407 2.206271e-06
449 1076.9983 949.9660 5.570134e-07 1.057761e-06 1.764442e-06 1.8990 1.6681 2.586159e-06
450 739.9719 954.5100 5.123666e-07 8.558200e-07 1.528585e-06 1.6703 1.7861 2.240461e-06
451 940.9910 961.0880 4.802346e-06 9.337946e-06 2.689803e-05 1.9445 2.8805 3.942469e-05
452 984.0409 961.2286 2.047246e-06 3.585439e-06 5.876525e-06 1.7513 1.6390 8.613276e-06
453 603.3551 962.8821 1.214034e-06 2.073921e-06 3.615687e-06 1.7083 1.7434 5.299546e-06
454 581.4563 964.4103 3.358933e-06 5.548399e-06 1.013614e-05 1.6518 1.8269 1.485663e-05
455 731.5831 971.4948 5.781377e-05 9.328834e-05 1.652571e-04 1.6136 1.7715 2.422188e-04
456 897.1548 969.7593 1.180466e-05 2.051400e-05 3.532453e-05 1.7378 1.7220 5.177548e-05
457 565.9625 970.6965 5.933281e-06 1.063644e-05 1.894226e-05 1.7927 1.7809 2.776385e-05
458 950.9652 972.5824 4.516707e-06 7.685284e-06 1.292583e-05 1.7015 1.6819 1.894550e-05
459 32.9726 979.1023 1.215007e-05 2.244190e-05 4.063115e-05 1.8471 1.8105 5.955345e-05
460 612.0153 974.7769 3.948167e-06 6.951222e-06 1.155702e-05 1.7606 1.6626 1.693922e-05
461 110.6659 979.3061 1.141633e-06 1.943995e-06 3.775094e-06 1.7028 1.9419 5.533190e-06
462 455.2985 979.0205 5.664242e-07 9.777592e-07 1.693907e-06 1.7262 1.7324 2.482775e-06
463 270.1191 984.8580 9.487768e-07 1.666162e-06 2.757679e-06 1.7561 1.6551 4.041955e-06
464 367.9722 987.6882 1.459190e-05 2.640753e-05 5.108363e-05 1.8097 1.9344 7.487374e-05
465 883.4608 985.2600 1.007473e-06 1.670527e-06 2.976439e-06 1.6581 1.7817 4.362594e-06
466 764.2182 987.0148 7.849896e-07 1.372198e-06 2.270604e-06 1.7480 1.6547 3.328045e-06
467 586.0409 989.8999 4.334893e-06 7.758483e-06 1.309003e-05 1.7898 1.6872 1.918618e-05
468 413.5433 993.8035 6.523784e-06 1.087243e-05 1.892380e-05 1.6666 1.7405 2.773678e-05
469 355.5703 992.4865 7.783480e-07 1.194784e-06 1.889930e-06 1.5350 1.5818 2.770088e-06
470 781.0108 993.2117 7.752150e-07 1.366954e-06 2.282326e-06 1.7633 1.6696 3.345226e-06
471 840.4431 995.7611 1.884243e-06 3.090413e-06 5.306177e-06 1.6401 1.7170 7.777312e-06
472 908.8750 1000.4170 3.774526e-06 7.200642e-06 2.141695e-05 1.9077 2.9743 3.139102e-05
473 205.0812 996.0316 6.784884e-07 1.212258e-06 2.006282e-06 1.7867 1.6550 2.940626e-06
474 929.9525 1000.9636 1.435453e-05 2.587609e-05 4.272013e-05 1.8026 1.6510 6.261529e-05
475 249.8772 1000.2535 2.860447e-06 4.944693e-06 8.437192e-06 1.7286 1.7063 1.236647e-05
476 640.1865 1000.1227 1.900487e-06 3.319625e-06 5.419294e-06 1.7467 1.6325 7.943108e-06
477 954.1597 999.2906 7.214268e-07 1.267561e-06 2.417089e-06 1.7570 1.9069 3.542749e-06
478 703.6868 1000.0304 7.327700e-07 1.254941e-06 2.028403e-06 1.7126 1.6163 2.973048e-06
479 846.2092 1000.9912 1.010867e-06 1.856204e-06 4.460403e-06 1.8362 2.4030 6.537653e-06
480 182.6887 1003.9242 1.352958e-06 2.339874e-06 3.986753e-06 1.7295 1.7038 5.843420e-06
481 440.5489 1007.4531 1.622350e-06 2.542611e-06 4.289560e-06 1.5672 1.6871 6.287247e-06
482 881.5699 1009.1731 1.210987e-06 2.042045e-06 3.665080e-06 1.6863 1.7948 5.371941e-06
483 1051.8356 1008.9868 1.023161e-06 1.810499e-06 3.056911e-06 1.7695 1.6884 4.480542e-06
484 346.9386 1011.8515 9.437343e-07 1.705916e-06 3.704736e-06 1.8076 2.1717 5.430066e-06
485 526.6473 1019.0204 2.203611e-06 5.990183e-06 4.421385e-05 2.7183 7.3811 6.480465e-05
486 814.9455 1015.6189 3.187058e-06 5.392236e-06 8.813934e-06 1.6919 1.6346 1.291866e-05
487 908.8245 1015.3129 1.750231e-06 2.965664e-06 4.907520e-06 1.6944 1.6548 7.192996e-06
488 1011.2847 1013.9637 6.695073e-07 1.181960e-06 2.064545e-06 1.7654 1.7467 3.026022e-06
489 1056.9503 1013.6633 7.552241e-07 1.286866e-06 2.084293e-06 1.7040 1.6197 3.054967e-06
490 193.0059 1014.5015 5.624661e-07 9.331814e-07 1.440884e-06 1.6591 1.5441 2.111916e-06
491 767.3652 1017.7012 9.278793e-07 1.534210e-06 2.758818e-06 1.6535 1.7982 4.043625e-06
492 272.6665 1019.8630 1.378922e-06 2.342378e-06 3.927578e-06 1.6987 1.6767 5.756686e-06
493 460.0126 1020.0061 6.010733e-07 1.082939e-06 1.686287e-06 1.8017 1.5571 2.471606e-06
494 961.7658 1022.4705 2.879634e-06 4.673657e-06 8.316642e-06 1.6230 1.7795 1.218978e-05
495 669.1415 1025.7543 1.429491e-06 2.470152e-06 4.123929e-06 1.7280 1.6695 6.044480e-06
496 1054.0284 1026.5408 1.164603e-06 1.966776e-06 3.605737e-06 1.6888 1.8333 5.284962e-06
497 620.6808 1033.4682 1.154174e-06 1.833358e-06 3.130873e-06 1.5885 1.7077 4.588949e-06
498 968.0751 1034.0306 1.658524e-06 2.974990e-06 4.923927e-06 1.7938 1.6551 7.217044e-06
499 43.4434 1035.9581 4.179756e-06 6.918659e-06 1.154021e-05 1.6553 1.6680 1.691459e-05
500 91.7564 1049.2936 3.302953e-06 6.021799e-06 1.843127e-05 1.8232 3.0608 2.701489e-05
501 1093.5884 1036.8858 2.763005e-06 4.820902e-06 1.049376e-05 1.7448 2.1767 1.538080e-05
502 750.8446 1041.5405 9.904570e-07 1.745381e-06 3.607603e-06 1.7622 2.0669 5.287697e-06
503 118.6579 1048.4115 7.758044e-06 1.283520e-05 2.298002e-05 1.6544 1.7904 3.368203e-05
504 653.4949 1047.5335 1.543162e-06 2.402259e-06 4.089246e-06 1.5567 1.7022 5.993645e-06
505 687.2248 1047.3937 6.299981e-07 9.705052e-07 1.591735e-06 1.5405 1.6401 2.333021e-06
506 741.4657 1048.7800 8.892357e-07 1.418390e-06 2.301207e-06 1.5951 1.6224 3.372900e-06
507 577.4951 1055.6646 1.281693e-06 2.012163e-06 3.465271e-06 1.5699 1.7222 5.079080e-06
508 475.8091 1057.4356 1.016795e-06 1.697957e-06 2.749876e-06 1.6699 1.6195 4.030518e-06
509 211.3190 1059.8412 8.336296e-07 1.379577e-06 2.359861e-06 1.6549 1.7106 3.458870e-06
510 536.0842 1063.6677 6.563660e-07 1.102444e-06 1.854575e-06 1.6796 1.6822 2.718267e-06
511 897.0849 1067.2369 1.325336e-06 2.321833e-06 4.070719e-06 1.7519 1.7532 5.966489e-06
512 187.5432 1069.9281 1.249288e-06 2.068269e-06 3.236617e-06 1.6556 1.5649 4.743939e-06
513 117.9825 1071.4969 6.982359e-07 1.166443e-06 2.013700e-06 1.6706 1.7264 2.951499e-06
514 1048.7960 1076.1930 1.775952e-06 3.086780e-06 5.264104e-06 1.7381 1.7054 7.715645e-06
515 166.6802 1075.9328 8.070185e-07 1.238784e-06 1.908639e-06 1.5350 1.5407 2.797509e-06
516 741.5101 1082.5653 9.995241e-07 1.529274e-06 2.582241e-06 1.5300 1.6885 3.784814e-06
517 825.1913 1082.4977 7.928830e-07 1.349030e-06 2.426913e-06 1.7014 1.7990 3.557149e-06
518 465.3233 1084.7545 1.127685e-06 1.923428e-06 3.347297e-06 1.7056 1.7403 4.906164e-06
519 299.1710 1088.8021 6.460614e-07 1.154180e-06 2.081521e-06 1.7865 1.8035 3.050905e-06
520 663.7870 1093.7789 9.714848e-06 1.686680e-05 2.913780e-05 1.7362 1.7275 4.270754e-05
521 808.8955 1091.9632 1.744536e-06 3.119289e-06 5.385911e-06 1.7880 1.7266 7.894179e-06
522 1026.4818 1092.9856 6.995927e-07 1.147916e-06 1.848005e-06 1.6408 1.6099 2.708638e-06
523 85.4421 1097.7727 2.416379e-06 4.617693e-06 1.623457e-05 1.9110 3.5157 2.379516e-05
524 868.9856 1098.5037 6.818700e-07 1.155571e-06 1.951376e-06 1.6947 1.6887 2.860149e-06
525 599.1846 1107.5412 3.381968e-06 6.304140e-06 1.827988e-05 1.8640 2.8997 2.679298e-05
526 238.8190 1114.3552 9.053344e-07 1.970646e-06 1.284646e-05 2.1767 6.5189 1.882917e-05
527 193.2171 1111.6821 1.388241e-06 2.439792e-06 5.441962e-06 1.7575 2.2305 7.976333e-06
528 555.4478 1118.6344 2.571572e-05 4.025053e-05 6.674227e-05 1.5652 1.6582 9.782475e-05
529 565.8300 1116.9478 6.279133e-07 1.102444e-06 2.411026e-06 1.7557 2.1870 3.533862e-06
530 196.4382 1132.1307 1.314561e-04 2.198337e-04 3.705991e-04 1.6723 1.6858 5.431904e-04
531 860.4428 1119.4479 1.466197e-06 2.323358e-06 3.783654e-06 1.5846 1.6285 5.545737e-06
532 525.7814 1125.0468 1.635787e-05 2.850125e-05 4.637514e-05 1.7424 1.6271 6.797246e-05
533 335.6890 1121.9868 5.505858e-07 9.455302e-07 1.652814e-06 1.7173 1.7480 2.422544e-06
534 180.0461 1124.6956 5.429640e-07 9.605091e-07 1.806947e-06 1.7690 1.8812 2.648458e-06
535 706.5357 1126.5106 3.623137e-06 5.626447e-06 9.589000e-06 1.5529 1.7043 1.405468e-05
536 536.7199 1132.2057 4.404950e-06 7.737557e-06 1.637358e-05 1.7566 2.1161 2.399891e-05
537 1018.4373 1134.2991 1.742421e-06 3.134705e-06 9.499349e-06 1.7991 3.0304 1.392328e-05
538 107.3057 1132.3819 3.162761e-06 5.052196e-06 8.578120e-06 1.5974 1.6979 1.257303e-05
539 944.7954 1132.8303 7.829366e-07 1.418218e-06 2.702597e-06 1.8114 1.9056 3.961221e-06
540 123.4200 1134.8339 1.815277e-06 2.994060e-06 5.174312e-06 1.6494 1.7282 7.584036e-06
541 165.4201 1136.3944 1.978072e-06 3.092933e-06 5.003428e-06 1.5636 1.6177 7.333571e-06
542 277.6775 1139.8747 8.081483e-07 1.694049e-06 3.578924e-06 2.0962 2.1126 5.245661e-06
# Look at catalog table that shows all columns, but subset of rows
# Pay attention to rows with a large number of nans, as this may indicate a spurious source
catalog = Table.read("starfield_combined_cat.ecsv")
catalog
| label | xcentroid | ycentroid | sky_centroid | aper_bkg_flux | aper_bkg_flux_err | aper30_flux | aper30_flux_err | aper50_flux | aper50_flux_err | aper70_flux | aper70_flux_err | aper_total_flux | aper_total_flux_err | aper30_abmag | aper30_abmag_err | aper50_abmag | aper50_abmag_err | aper70_abmag | aper70_abmag_err | aper_total_abmag | aper_total_abmag_err | aper30_vegamag | aper30_vegamag_err | aper50_vegamag | aper50_vegamag_err | aper70_vegamag | aper70_vegamag_err | aper_total_vegamag | aper_total_vegamag_err | CI_50_30 | CI_70_50 | CI_70_30 | is_extended | sharpness | roundness | nn_label | nn_dist | isophotal_flux | isophotal_flux_err | isophotal_abmag | isophotal_abmag_err | isophotal_vegamag | isophotal_vegamag_err | isophotal_area | semimajor_sigma | semiminor_sigma | ellipticity | orientation | sky_orientation | sky_bbox_ll | sky_bbox_ul | sky_bbox_lr | sky_bbox_ur |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| deg,deg | Jy | Jy | Jy | Jy | Jy | Jy | Jy | Jy | Jy | Jy | pix | Jy | Jy | pix2 | pix | pix | deg | deg | deg,deg | deg,deg | deg,deg | deg,deg | |||||||||||||||||||||||||||||||
| int64 | float64 | float64 | SkyCoord | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | bool | float64 | float32 | int64 | float64 | float32 | float32 | float32 | float32 | float32 | float32 | float64 | float64 | float64 | float64 | float64 | float64 | SkyCoord | SkyCoord | SkyCoord | SkyCoord |
| 1 | 763.3133 | 9.4660 | 359.9981323807075,-0.018034838653407954 | 4.310314e-08 | 4.081828e-09 | 1.104254e-07 | 1.260947e-01 | 2.581005e-07 | 1.823950e-01 | 2.638155e-06 | nan | 3.866768e-06 | nan | 26.292328 | 15.144071 | 25.370528 | 14.623061 | 22.846749 | nan | 22.431630 | nan | 21.908348 | 15.144071 | 20.986548 | 14.623061 | 18.462769 | nan | 18.047650 | nan | 2.3373 | 10.2214 | 23.8908 | True | 0.178477 | 0.293064 | 4 | 7.977371 | 3.610057e-06 | 4.205011e-01 | 22.506214 | 12.665643 | 18.122234 | 12.665643 | 37.0 | 2.896883 | 1.230084 | 0.575377 | -8.244945 | 86.770255 | 359.99830535243075,-0.01811076892774288 | 359.9983214985069,-0.017926780642625113 | 359.99796804054597,-0.018081167777008036 | 359.99798418662215,-0.017897179492014796 |
| 2 | 664.3938 | 9.6197 | 0.0011661309837041867,-0.018296318644926646 | 0.000000e+00 | 1.325018e-09 | 9.420412e-07 | 1.342973e-01 | 1.395448e-06 | nan | 1.727501e-06 | nan | 2.532014e-06 | nan | 23.964825 | 12.885001 | 23.538216 | nan | 23.306454 | nan | 22.891335 | nan | 19.580845 | 12.885001 | 19.154236 | nan | 18.922475 | nan | 18.507355 | nan | 1.4813 | 1.2380 | 1.8338 | False | 0.686471 | 0.216699 | 5 | 21.372235 | 1.657437e-06 | 2.113390e-01 | 23.351406 | 12.763865 | 18.967426 | 12.763865 | 9.0 | 0.951953 | 0.624529 | 0.343950 | -5.168519 | 89.846681 | 0.001221191559519204,-0.018335750490372796 | 0.0012319556102703352,-0.018213091633091347 | 0.0010678679736955445,-0.018322295424306967 | 0.0010786320244509276,-0.018199636567041072 |
| 3 | 789.3075 | 21.2475 | 359.9973669797156,-0.017603611094200493 | 8.846891e-08 | 7.826891e-09 | 2.419135e-06 | 1.545419e-01 | 4.638843e-06 | 2.195411e-01 | 1.491313e-05 | 4.844333e-01 | 2.185830e-05 | 7.100382e-01 | 22.940850 | 12.013482 | 22.233976 | 11.687789 | 20.966078 | 11.279197 | 20.550959 | 11.279197 | 18.556870 | 12.013482 | 17.849996 | 11.687789 | 16.582099 | 11.279197 | 16.166979 | 11.279197 | 1.9176 | 3.2148 | 6.1647 | False | 0.531178 | -0.013396 | 13 | 16.894406 | 3.713268e-05 | 8.718766e-01 | 19.975609 | 10.926792 | 15.591629 | 10.926792 | 159.0 | 3.910327 | 2.120479 | 0.457723 | -82.890873 | 12.124327 | 359.9975188338457,-0.017918143714020004 | 359.99757265409954,-0.01730484942913168 | 359.99715085724563,-0.017885851548152823 | 359.9972046774995,-0.017272557263756486 |
| 4 | 761.5629 | 17.2490 | 359.9982069988359,-0.017800886129122936 | 3.696453e-08 | 3.247478e-09 | 4.784576e-07 | 1.318881e-01 | 8.159571e-07 | 1.891252e-01 | 1.572031e-06 | 4.326425e-01 | 2.304140e-06 | 6.341280e-01 | 24.700391 | 13.600910 | 24.120832 | 13.412710 | 23.408847 | 13.599174 | 22.993728 | 13.599174 | 20.316412 | 13.600910 | 19.736852 | 13.412710 | 19.024867 | 13.599174 | 18.609748 | 13.599174 | 1.7054 | 1.9266 | 3.2856 | False | 0.587114 | 0.168808 | 1 | 7.977371 | 1.767893e-06 | 2.622942e-01 | 23.281361 | 12.928339 | 18.897381 | 12.928339 | 14.0 | 1.001719 | 0.982049 | 0.019637 | -15.475253 | 79.539947 | 359.99826555109865,-0.01786006918684971 | 359.99827900616214,-0.01770674561555038 | 359.9981122275147,-0.01784661411841635 | 359.9981256825781,-0.01769329054718747 |
| 5 | 683.5598 | 19.0768 | 0.000603860208475716,-0.017954743178114137 | -2.675430e-09 | 1.904745e-09 | 3.490577e-06 | 1.604577e-01 | 5.739489e-06 | 2.248528e-01 | 9.361098e-06 | 4.577818e-01 | 1.372065e-05 | 6.709750e-01 | 22.542757 | 11.656182 | 22.002817 | 11.482590 | 21.471683 | 11.723352 | 21.056564 | 11.723352 | 18.158777 | 11.656182 | 17.618837 | 11.482590 | 17.087703 | 11.723352 | 16.672584 | 11.723352 | 1.6443 | 1.6310 | 2.6818 | False | 0.637434 | -0.143922 | 2 | 21.372235 | 8.968824e-06 | 3.914912e-01 | 21.518162 | 11.599991 | 17.134182 | 11.599991 | 28.0 | 1.269931 | 1.157549 | 0.088495 | 13.277251 | 108.292451 | 0.0006907547524230875,-0.018041994537365016 | 0.0007095918412466997,-0.017827341536615117 | 0.00047610173268776136,-0.018023157444239834 | 0.0004949388215110312,-0.01780850444356504 |
| 6 | 550.7455 | 23.1643 | 0.004687572400333713,-0.01818680592767468 | 6.388230e-08 | 2.910743e-09 | 1.072205e-06 | 1.409762e-01 | 2.098891e-06 | 2.011080e-01 | 6.524325e-06 | 4.575014e-01 | 9.562763e-06 | 6.705640e-01 | 23.824306 | 12.797178 | 23.095025 | 12.453610 | 21.863661 | 12.114658 | 21.448542 | 12.114658 | 19.440326 | 12.797178 | 18.711046 | 12.453610 | 17.479681 | 12.114658 | 17.064562 | 12.114658 | 1.9575 | 3.1085 | 6.0850 | False | 0.492139 | 0.301218 | 7 | 13.670953 | 1.594935e-05 | 7.003441e-01 | 20.893143 | 11.606446 | 16.509163 | 11.606446 | 103.0 | 2.983366 | 2.402922 | 0.194560 | -23.453718 | 71.561482 | 0.004925176749260481,-0.018382689607723275 | 0.004960159913805262,-0.017984048319169502 | 0.004434541271276002,-0.01833963340584742 | 0.004469524435888218,-0.017940992117288532 |
| 7 | 564.1469 | 20.4628 | 0.004269353357068738,-0.018233584408663957 | 1.909959e-08 | 2.907810e-09 | 3.856490e-07 | 1.286734e-01 | 7.312124e-07 | 1.858057e-01 | 2.080709e-06 | 4.321421e-01 | 3.049715e-06 | 6.333945e-01 | 24.934520 | 13.808245 | 24.239891 | 13.512543 | 23.104471 | 13.293543 | 22.689352 | 13.293543 | 20.550540 | 13.808245 | 19.855911 | 13.512543 | 18.720492 | 13.293543 | 18.305372 | 13.293543 | 1.8961 | 2.8456 | 5.3953 | False | 0.592776 | 0.086829 | 6 | 13.670953 | 1.442130e-06 | 2.496395e-01 | 23.502489 | 13.095778 | 19.118509 | 13.095778 | 13.0 | 1.177873 | 0.822350 | 0.301835 | 25.394031 | 120.409231 | 0.004345238131844035,-0.018300895653393306 | 0.004358693195162484,-0.018147572081012423 | 0.004161249827683303,-0.018284749577231835 | 0.004174704891008232,-0.018131426004878062 |
| 8 | 752.7782 | 25.2595 | 359.9984979346071,-0.017578885852053288 | 1.645222e-08 | 1.726359e-09 | 6.398910e-07 | 1.319268e-01 | 1.135555e-06 | 1.870740e-01 | 2.162111e-06 | 3.981336e-01 | 3.169026e-06 | 5.835480e-01 | 24.384735 | 13.285572 | 23.761979 | 13.042019 | 23.062805 | 13.162883 | 22.647686 | 13.162883 | 20.000755 | 13.285572 | 19.377999 | 13.042019 | 18.678825 | 13.162883 | 18.263706 | 13.162883 | 1.7746 | 1.9040 | 3.3789 | False | 0.637423 | 0.087206 | 4 | 11.888593 | 1.843816e-06 | 2.344998e-01 | 23.235706 | 12.761070 | 18.851727 | 12.761070 | 12.0 | 0.978027 | 0.858534 | 0.122177 | -73.076637 | 21.938563 | 359.99856306165174,-0.01763897059538726 | 359.9985765167152,-0.017485647023626382 | 359.99840973806755,-0.017625515527277806 | 359.99842319313103,-0.017472191955552226 |
| 9 | 535.8722 | 28.3799 | 0.005157693213131145,-0.01806689615682051 | 1.371652e-08 | 3.754088e-09 | 3.955753e-07 | 8.959337e-02 | 6.976807e-07 | 1.395518e-01 | 1.979986e-06 | 3.571087e-01 | 2.902083e-06 | 5.234174e-01 | 24.906927 | 13.387622 | 24.290858 | 13.252702 | 23.158345 | 13.140352 | 22.743225 | 13.140352 | 20.522947 | 13.387622 | 19.906878 | 13.252702 | 18.774365 | 13.140352 | 18.359246 | 13.140352 | 1.7637 | 2.8380 | 5.0053 | False | 0.811596 | 0.055584 | 11 | 10.044601 | 2.595493e-06 | 2.294382e-01 | 22.864450 | 12.366127 | 18.480471 | 12.366127 | 21.0 | 3.092473 | 0.535159 | 0.826948 | 3.332616 | 98.347816 | 0.005348037189133449,-0.01814169034041396 | 0.00535880123974368,-0.018019031482224585 | 0.004949395863177019,-0.018106707177364505 | 0.004960159913805262,-0.017984048319169502 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 533 | 335.6890 | 1121.9868 | 0.014239164975591623,0.0149295527109707 | 9.269404e-09 | 1.624685e-09 | 5.505858e-07 | 1.341437e-01 | 9.455302e-07 | 1.900534e-01 | 1.652814e-06 | 4.345988e-01 | 2.422544e-06 | 6.369954e-01 | 24.547938 | 13.466868 | 23.960811 | 13.258006 | 23.354440 | 13.549666 | 22.939321 | 13.549666 | 20.163958 | 13.466868 | 19.576832 | 13.258006 | 18.970461 | 13.549666 | 18.555341 | 13.549666 | 1.7173 | 1.7480 | 3.0019 | False | 0.584638 | 0.337599 | 519 | 49.343566 | 1.041713e-06 | 1.883984e-01 | 23.855629 | 13.143330 | 19.471649 | 13.143330 | 7.0 | 0.740405 | 0.667352 | 0.098667 | 86.822411 | 181.837611 | 0.014271624742276265,0.014880761707256107 | 0.014282388792052214,0.015003420564287067 | 0.014148965876872564,0.014891525761322862 | 0.014159729926665582,0.015014184618392271 |
| 534 | 180.0461 | 1124.6956 | 0.019019198897294455,0.01459377986005365 | 4.808407e-09 | 1.804550e-09 | 5.429640e-07 | 1.331599e-01 | 9.605091e-07 | 1.931749e-01 | 1.806947e-06 | 4.433635e-01 | 2.648458e-06 | 6.498419e-01 | 24.563072 | 13.474011 | 23.943746 | 13.258628 | 23.257637 | 13.474541 | 22.842517 | 13.474541 | 20.179093 | 13.474011 | 19.559766 | 13.258628 | 18.873657 | 13.474541 | 18.458537 | 13.474541 | 1.7690 | 1.8812 | 3.3279 | False | 0.564979 | -0.093740 | 530 | 17.999502 | 1.023377e-06 | 1.922411e-01 | 23.874910 | 13.184532 | 19.490931 | 13.184532 | 7.0 | 0.735951 | 0.673455 | 0.084918 | -2.628610 | 92.386590 | 0.019063393460502846,0.014552957692404679 | 0.019074157509706077,0.014675616547715853 | 0.018940734598859046,0.014563721748860104 | 0.018951498648076572,0.014686380604220417 |
| 535 | 706.5357 | 1126.5106 | 0.002879429320444228,0.01606622696593641 | -3.383750e-09 | 2.209246e-09 | 3.623137e-06 | 1.634526e-01 | 5.626447e-06 | 2.230172e-01 | 9.589000e-06 | 4.552287e-01 | 1.405468e-05 | 6.672328e-01 | 22.502288 | 11.635791 | 22.024414 | 11.495288 | 21.445567 | 11.691164 | 21.030447 | 11.691164 | 18.118308 | 11.635791 | 17.640435 | 11.495288 | 17.061587 | 11.691164 | 16.646467 | 11.691164 | 1.5529 | 1.7043 | 2.6466 | False | 0.616038 | -0.561909 | 520 | 53.840610 | 9.156307e-06 | 4.153907e-01 | 21.495699 | 11.641865 | 17.111719 | 11.641865 | 32.0 | 1.286914 | 1.250014 | 0.028673 | 6.543851 | 101.559051 | 0.002964417280641886,0.0159657395555046 | 0.00298325436910484,0.016180392555738353 | 0.0027497642626530777,0.015984576638815834 | 0.0027686013511275076,0.016199229638982203 |
| 536 | 536.7199 | 1132.2057 | 0.008102109399161833,0.01578389138213017 | 7.223994e-08 | 3.591212e-09 | 4.404950e-06 | 1.744454e-01 | 7.737557e-06 | 2.409079e-01 | 1.637358e-05 | 4.888574e-01 | 2.399891e-05 | 7.165227e-01 | 22.290147 | 11.494324 | 21.678490 | 11.233153 | 20.864641 | 11.187632 | 20.449521 | 11.187632 | 17.906168 | 11.494324 | 17.294510 | 11.233153 | 16.480661 | 11.187632 | 16.065541 | 11.187632 | 1.7566 | 2.1161 | 3.7171 | False | 0.583587 | -0.455243 | 532 | 13.072916 | 2.813043e-05 | 7.744016e-01 | 20.277058 | 11.099514 | 15.893078 | 11.099514 | 112.0 | 2.730415 | 1.902100 | 0.303366 | -21.790641 | 73.224559 | 0.008308151064500805,0.015589497554340519 | 0.008340443215372306,0.015957474126748056 | 0.007848180310699622,0.015629862744638734 | 0.007880472461657035,0.01599783931704482 |
| 537 | 1018.4373 | 1134.2991 | 359.9933360160412,0.01714439152039357 | 3.888358e-08 | 5.944917e-09 | 1.742421e-06 | 1.462947e-01 | 3.134705e-06 | 2.067462e-01 | 9.499349e-06 | 4.617808e-01 | 1.392328e-05 | 6.768364e-01 | 23.297117 | 12.310201 | 22.659508 | 12.048119 | 21.455765 | 11.716877 | 21.040646 | 11.716877 | 18.913137 | 12.310201 | 18.275529 | 12.048119 | 17.071786 | 11.716877 | 16.656666 | 11.716877 | 1.7991 | 3.0304 | 5.4518 | False | 0.589985 | -1.209986 | 522 | 42.089490 | 1.686926e-05 | 6.400148e-01 | 20.832260 | 11.447763 | 16.448280 | 11.447763 | 79.0 | 3.087410 | 1.514214 | 0.509552 | -48.848439 | 46.166761 | 359.9935024750068,0.016950585565029357 | 359.99353745817103,0.017349226839325316 | 359.99313449842174,0.016982877688253472 | 359.993169481586,0.017381518961910706 |
| 538 | 107.3057 | 1132.3819 | 0.021270448981220928,0.014633732546075893 | -1.001640e-08 | 1.636417e-09 | 3.162761e-06 | 1.623002e-01 | 5.052196e-06 | 2.246034e-01 | 8.578120e-06 | 4.719450e-01 | 1.257303e-05 | 6.917340e-01 | 22.649834 | 11.775653 | 22.141300 | 11.619865 | 21.566520 | 11.851268 | 21.151400 | 11.851268 | 18.265854 | 11.775653 | 17.757320 | 11.619865 | 17.182540 | 11.851268 | 16.767420 | 11.851268 | 1.5974 | 1.6979 | 2.7122 | False | 0.597249 | 0.291547 | 540 | 16.299865 | 7.903228e-06 | 3.992480e-01 | 21.655489 | 11.758617 | 17.271509 | 11.758617 | 27.0 | 1.230733 | 1.167140 | 0.051670 | 19.584991 | 114.600191 | 0.021348728451751713,0.014537810919189612 | 0.02136756553727624,0.014752463913597719 | 0.021134075447988985,0.014556648019930674 | 0.021152912533560064,0.014771301014518793 |
| 539 | 944.7954 | 1132.8303 | 359.9955902718613,0.016901180567719585 | -2.201322e-09 | 1.290483e-09 | 7.829366e-07 | 1.355357e-01 | 1.418218e-06 | 1.921206e-01 | 2.702597e-06 | 4.319325e-01 | 3.961221e-06 | 6.330874e-01 | 24.165683 | 13.095824 | 23.520643 | 12.829585 | 22.820547 | 13.009093 | 22.405427 | 13.009093 | 19.781704 | 13.095824 | 19.136663 | 12.829585 | 18.436567 | 13.009093 | 18.021447 | 13.009093 | 1.8114 | 1.9056 | 3.4519 | False | 0.543800 | 0.061235 | 537 | 73.656559 | 1.900578e-06 | 2.362207e-01 | 23.202785 | 12.736090 | 18.818806 | 12.736090 | 11.0 | 0.896781 | 0.855873 | 0.045617 | -51.899106 | 43.116094 | 359.99565438713114,0.01682354425777162 | 359.9956678421944,0.01697686782622462 | 359.99550106355156,0.01683699931110447 | 359.9955145186148,0.01699032287946309 |
| 540 | 123.4200 | 1134.8339 | 0.020782904939387146,0.014752288514264694 | -5.985853e-09 | 2.805292e-09 | 1.815277e-06 | 1.482808e-01 | 2.994060e-06 | 2.104043e-01 | 5.174312e-06 | 4.570427e-01 | 7.584036e-06 | 6.698917e-01 | 23.252643 | 12.280369 | 22.709349 | 12.117001 | 22.115368 | 12.365273 | 21.700249 | 12.365273 | 18.868663 | 12.280369 | 18.325369 | 12.117001 | 17.731389 | 12.365273 | 17.316269 | 12.365273 | 1.6494 | 1.7282 | 2.8504 | False | 0.598658 | -0.239897 | 538 | 16.299865 | 4.434634e-06 | 3.235317e-01 | 22.282856 | 12.157663 | 17.898876 | 12.157663 | 19.0 | 1.099747 | 1.039450 | 0.054828 | -89.573643 | 5.441557 | 0.020866166050648095,0.014672861289884771 | 0.020882312124071132,0.014856849571034444 | 0.020682177760924427,0.014689007375963615 | 0.020698323834387133,0.014872995657247316 |
| 541 | 165.4201 | 1136.3944 | 0.01949918489423311,0.01491316317713589 | 1.109747e-08 | 3.486784e-09 | 1.978072e-06 | 1.498581e-01 | 3.092933e-06 | 2.090284e-01 | 5.003428e-06 | 4.590921e-01 | 7.333571e-06 | 6.728955e-01 | 23.159395 | 12.198610 | 22.674074 | 12.074603 | 22.151831 | 12.406592 | 21.736711 | 12.406592 | 18.775415 | 12.198610 | 18.290094 | 12.074603 | 17.767851 | 12.406592 | 17.352732 | 12.406592 | 1.5636 | 1.6177 | 2.5294 | False | 0.611013 | -0.485318 | 534 | 18.729262 | 4.865794e-06 | 3.439525e-01 | 22.182116 | 12.123377 | 17.798136 | 12.123377 | 21.0 | 1.144184 | 1.079458 | 0.056570 | -17.508795 | 77.506405 | 0.019580939028735422,0.014816548603479628 | 0.019597085102435324,0.015000536885475422 | 0.019366286021680144,0.014835385702858674 | 0.019382432095426907,0.015019373984999043 |
| 542 | 277.6775 | 1139.8747 | 0.01606620884605121,0.015321971901447526 | 2.847993e-08 | 2.093078e-09 | 8.081483e-07 | 1.647406e-01 | 1.694049e-06 | 2.398403e-01 | 3.578924e-06 | 4.644957e-01 | 5.245661e-06 | 6.808156e-01 | 24.131272 | 13.273279 | 23.327685 | 12.877498 | 22.515619 | 12.783082 | 22.100499 | 12.783082 | 19.747293 | 13.273279 | 18.943705 | 12.877498 | 18.131639 | 12.783082 | 17.716520 | 12.783082 | 2.0962 | 2.1126 | 4.4285 | True | 0.950954 | -0.696305 | 526 | 46.488999 | 4.137070e-06 | 4.109122e-01 | 22.358267 | 12.492652 | 17.974287 | 12.492652 | 22.0 | 1.499383 | 0.993479 | 0.337408 | -1.984502 | 93.030698 | 0.01615725492436816,0.015240601027777951 | nan,nan | 0.015911937196071764,0.01526212913804344 | nan,nan |
# Read in i2d combined Image
im_i2d = ImageModel(input_file)
# read in ecsv photom file
from astropy.visualization import LogStretch, PercentileInterval, ManualInterval
from astropy import table
viz2 = LogStretch() + ManualInterval(0,10)
plt.figure(figsize=(20,20))
#plt.imshow(viz2(im_i2d.data), origin='lower')
plt.imshow(im_i2d.data, origin='lower', cmap='rainbow', vmin=0, vmax=5)
plt.colorbar()
plt.scatter(data['xcentroid'], data['ycentroid'],lw=1, s=10,color='red')
<matplotlib.collections.PathCollection at 0x7ff02a81a490>
#create_scatterplot(catalog['label'], catalog['aper_total_flux'],title='Total Flux in '+str(catalog['aper_total_flux'].unit))
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.scatter(catalog['label'], catalog['aper_total_flux'])
plt.yscale('log')
plt.title('Total Flux in '+ str(catalog['aper_total_flux'].unit))
plt.xlabel('label')
plt.ylabel('aper_total_flux')
Text(0, 0.5, 'aper_total_flux')
create_scatterplot(catalog['label'], catalog['aper_total_abmag'],title='Total AB mag')
create_scatterplot(catalog['aper_total_abmag'], catalog['aper_total_abmag_err'],title='Total AB mag vs error')
Since this is a simulated data set, we can compare the output catalog information from the pipeline with the input catalog information used to create the simulation. Grab the input catalog x,y values and the output catalog x and y values.
# Read in catalogs used for simulated data
sim_star_cat = Table.read('input_sim_stars.cat', format='ascii')
sim_gal_cat = Table.read('input_sim_galaxies.cat', format='ascii')
sim_star_cat
| x | y | Teff | Ks | J |
|---|---|---|---|---|
| float64 | float64 | float64 | float64 | float64 |
| 80.2510308154624 | 23.997467884837725 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| -47.261524228197935 | 10.919745186379808 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 0.30699104430734203 | -58.51295402429979 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 93.61585359712294 | 10.466443553979882 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 70.96910779066107 | 63.07387861912006 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 92.9069476014962 | 64.30856174275276 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| -15.68679078862531 | 31.013432097907607 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 46.755851500202645 | -48.43985094005038 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 89.7351811921786 | 53.11182881807044 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 36.8486881036986 | 55.211246043351814 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| ... | ... | ... | ... | ... |
| -53.75703837846754 | -15.056996445192539 | 5129.638599639223 | 13.89851702505835 | 14.41384375773162 |
| -0.03077487414979152 | 36.278182742815886 | 5115.269231711902 | 13.881869560311879 | 14.401307904146263 |
| 95.63356755906099 | 44.16471129241473 | 5075.067865858648 | 13.826451018457695 | 14.3573115045063 |
| 90.27300634079342 | 14.709913368541772 | 5039.59863458312 | 13.777190092365087 | 14.318203593715223 |
| 66.73346488575024 | 53.530350294809374 | 4892.405122741114 | 13.126635236879519 | 13.714329206276458 |
| 64.8587912432001 | 35.35455796920176 | 4855.908749660536 | 12.776853158671695 | 13.375350808436671 |
| -53.64831916556537 | -32.595812402656435 | 4854.752641485985 | 12.76623009636547 | 13.365197793135147 |
| -46.87584310414583 | -39.38515541475271 | 4789.363060890498 | 12.23192086544233 | 12.851491317487538 |
| 80.81191419293565 | 31.516610885465813 | 4747.458346750021 | 11.94688436179194 | 12.581530000493744 |
| 96.33858842136043 | 46.06905445046372 | 4618.2593456723625 | 11.191917165072244 | 11.872435221133179 |
# join the star and galaxy catalogs used to make the simulations
combined = table.vstack([sim_star_cat, sim_gal_cat])
combined
| x | y | Teff | Ks | J | si | ell | posang | reff | flux |
|---|---|---|---|---|---|---|---|---|---|
| float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 |
| 80.2510308154624 | 23.997467884837725 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| -47.261524228197935 | 10.919745186379808 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 0.30699104430734203 | -58.51295402429979 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 93.61585359712294 | 10.466443553979882 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 70.96910779066107 | 63.07387861912006 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 92.9069476014962 | 64.30856174275276 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| -15.68679078862531 | 31.013432097907607 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 46.755851500202645 | -48.43985094005038 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 89.7351811921786 | 53.11182881807044 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 36.8486881036986 | 55.211246043351814 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 67.9805698605627 | 28.494828715119297 | -- | -- | -- | 2.1096031965990987 | 0.20429700021417183 | 163.06816649011344 | 1.2715822225420945 | 13.752965618162937 |
| -4.446155064406765 | 12.985674228459532 | -- | -- | -- | 7.321844705461592 | 0.4501652135521971 | 105.14019169110954 | 1.8511745519437588 | 20.07141274178467 |
| 64.7244492666461 | 10.113732329735475 | -- | -- | -- | 8.656346507536115 | 0.14694556628740923 | 162.43083457274233 | 1.610374819963926 | 66.30990252944302 |
| -26.44617200253474 | -63.88803361596829 | -- | -- | -- | 9.257830349772924 | 0.552517577845459 | 141.17379575911065 | 1.7555307879881636 | 85.42806519275359 |
| 12.353908822597736 | 10.271889771234832 | -- | -- | -- | 1.0276353349444474 | 0.18091589308864187 | 107.22059356945567 | 0.4673720066992323 | 39.37631906390017 |
| -42.21461912208557 | 62.45020775429763 | -- | -- | -- | 5.92465228732547 | 0.16970442816082973 | 202.415935614884 | 1.7791109904857216 | 131.3721604911842 |
| -48.68869520916011 | -16.576483230280186 | -- | -- | -- | 8.178707887219758 | 0.5984672675322196 | 140.78836334886316 | 0.898280342552625 | 59.0685397583837 |
| 86.72084849551925 | -30.653820797204745 | -- | -- | -- | 4.08216110337432 | 0.11388325542173025 | 167.92605707130545 | 1.0411257693724623 | 32.74018847376189 |
| 90.56731424478109 | -11.922514577935111 | -- | -- | -- | 7.5528059599878805 | 0.396357895737423 | 185.127012207533 | 0.25769212999045565 | 168.84275608114189 |
| 65.4485869690741 | 60.09508331438365 | -- | -- | -- | 2.379528991927928 | 0.3037143249770903 | 104.28886580660799 | 1.8117913320142096 | 144.44919876820663 |
sim_ra = combined['x']/3600.
sim_dec = combined['y']/3600.
# Put star positions into RA and Dec
# import coordinate conversion tools
#import miricoord.tel.tel_tools as teltools
#import miricoord.imager.mirim_pipetools as mpt
#import miricoord.imager.mirim_tools as mt
#import pysiaf
#filt = 'F560W'
# use pipeline to get v2ref and v3ref coordinates
#siaf = pysiaf.Siaf('MIRI')
#xref,yref=siaf['MIRIM_FULL'].XDetRef,siaf['MIRIM_FULL'].YDetRef
#xref,yref=xref-1,yref-1
#v2ref,v3ref=mt.xytov2v3(xref,yref,filt)
# set reference for RA and Dec
#raref = 0.0
#decref = 0.0
#rollref = 0.0
#sim_ra = np.zeros(len(combined))
#sim_dec = np.zeros(len(combined))
# cycle through list of coordinates input into scene and get RA/Dec values out, printing to file
#for i in range(len(combined)):
#print(combined['x'][i])
# v2 = v2ref + combined['x'][i]
# v3 = v3ref + combined['y'][i]
# ra,dec,newroll=teltools.jwst_v2v3toradec(v2,v3,v2ref=v2ref,v3ref=v3ref,raref=raref,decref=decref,rollref=rollref)
# sim_ra[i] = ra
# sim_dec[i] = dec
#print(np.shape(sim_ra))
#print(sim_ra, sim_dec)
cat_ra = catalog['sky_centroid'].ra.deg
for i in range(len(cat_ra)):
if (cat_ra[i]>180.):
cat_ra[i] -= 360.
cat_dec = catalog['sky_centroid'].dec.deg
# set the tolerance for differences and initialize counters
tol = 1.e-5 # Set tolerance around 30 mas (units here are in degrees; 36 mas ~ 1e-5 deg)
found_count=0
multiples_count=0
missed_count=0
# Set up array for matches
detected = np.chararray(len(sim_ra))
#print(np.shape(detected))
for ra,dec,idx in zip(sim_ra, sim_dec,range(len(sim_ra))):
match = np.where((np.abs(ra-cat_ra) < tol) & (np.abs(dec-cat_dec) < tol))
#print('match', match)
if np.size(match) == 1:
found_count +=1
detected[idx] = 'Y'
if np.size(match) > 1:
multiples_count +=1
if np.size(match) < 1:
missed_count +=1
#print(np.shape(detected))
total_percent_found = (found_count/len(sim_ra))*100
print('\n')
print('SNR threshold used for pipeline: ',pipe3.source_catalog.snr_threshold)
print('Total matches found:',found_count)
print('Total missed:',missed_count)
print('Number of multiples: ',multiples_count)
print('Total number of input (simulated) sources:',len(combined))
print('Total number in output catalog:',len(catalog))
print('Total percent found:',total_percent_found)
print('\n')
SNR threshold used for pipeline: 8 Total matches found: 429 Total missed: 4610 Number of multiples: 0 Total number of input (simulated) sources: 5039 Total number in output catalog: 542 Total percent found: 8.513593967056956
Photutils includes a package to match sources between catalogs by providing a max separation value. Set that value and compare the two catalogs.
catalog_in = SkyCoord(ra=sim_ra*u.degree, dec=sim_dec*u.degree) # full simulated catalog, stars+galaxies
catalog_out = SkyCoord(ra=cat_ra*u.degree, dec=cat_dec*u.degree)
max_sep = 0.04 * u.arcsec # Set match at around 30 mas
# match full tables
idx, d2d, d3d = match_coordinates_sky(catalog_in, catalog_out)
sep_constraint = d2d < max_sep
combined_matched = combined[sep_constraint] # simulated sources matched
catalog_matched = catalog[idx[sep_constraint]] # sources found matched
print(catalog_matched.colnames)
print()
print(catalog_matched)
['label', 'xcentroid', 'ycentroid', 'sky_centroid', 'aper_bkg_flux', 'aper_bkg_flux_err', 'aper30_flux', 'aper30_flux_err', 'aper50_flux', 'aper50_flux_err', 'aper70_flux', 'aper70_flux_err', 'aper_total_flux', 'aper_total_flux_err', 'aper30_abmag', 'aper30_abmag_err', 'aper50_abmag', 'aper50_abmag_err', 'aper70_abmag', 'aper70_abmag_err', 'aper_total_abmag', 'aper_total_abmag_err', 'aper30_vegamag', 'aper30_vegamag_err', 'aper50_vegamag', 'aper50_vegamag_err', 'aper70_vegamag', 'aper70_vegamag_err', 'aper_total_vegamag', 'aper_total_vegamag_err', 'CI_50_30', 'CI_70_50', 'CI_70_30', 'is_extended', 'sharpness', 'roundness', 'nn_label', 'nn_dist', 'isophotal_flux', 'isophotal_flux_err', 'isophotal_abmag', 'isophotal_abmag_err', 'isophotal_vegamag', 'isophotal_vegamag_err', 'isophotal_area', 'semimajor_sigma', 'semiminor_sigma', 'ellipticity', 'orientation', 'sky_orientation', 'sky_bbox_ll', 'sky_bbox_ul', 'sky_bbox_lr', 'sky_bbox_ur']
label xcentroid ... sky_bbox_ur
... deg,deg
----- --------- ... --------------------------------------------
212 699.5637 ... 0.0014020025068966029,-0.002190463460436886
58 551.2995 ... 0.004948460554170807,-0.014244016652731556
149 701.0051 ... 0.0009246296863231561,-0.007278115454829337
177 557.1972 ... 0.005625596296441545,-0.004415161299943082
204 722.5026 ... 0.0006950865819388926,-0.0024992377849171726
48 971.1720 ... 359.99201276828796,-0.013757750025689644
436 762.0006 ... 0.0005718131013182694,0.010180936544626137
246 843.0079 ... 359.99722146497817,0.0005248698354648513
315 793.8012 ... 359.99911692393835,0.004870058869929262
178 560.7788 ... 0.005505628440229175,-0.004373732532337437
... ... ... ...
427 783.0538 ... 359.99960399723057,0.010420372505184667
530 196.4382 ... nan,nan
443 198.9670 ... 0.017116305630934848,0.0106758128094494
416 52.3481 ... 0.021482522843904846,0.010076344842451172
218 704.9395 ... 0.0009496050704853285,-0.0010074307012802237
7 564.1469 ... 0.004174704891008232,-0.018131426004878062
3 789.3075 ... 359.9972046774995,-0.017272557263756486
525 599.1846 ... 0.00573068740693306,0.015444875020962092
151 715.3405 ... 0.00026402483415122413,-0.006354919076269596
431 1046.0667 ... 359.99158705130617,0.0109694029072984
Length = 426 rows
#match RA and Dec
idx, d2d, d3d = match_coordinates_sky(catalog_in, catalog_out)
sep_constraint = d2d < max_sep
catalog_in_matches = catalog_in[sep_constraint]
catalog_out_matches = catalog_out[idx[sep_constraint]]
print(catalog_out_matches)
<SkyCoord (ICRS): (ra, dec) in deg
[(1.48190441e-03, -2.31391470e-03), (5.00934504e-03, -1.43250788e-02),
(9.95702595e-04, -7.34674005e-03), (5.69051388e-03, -4.48628603e-03),
(7.49649004e-04, -2.58082135e-03), (3.59992077e+02, -1.38452743e-02),
(6.40880986e-04, 1.00878689e-02), (3.59997291e+02, 4.41754356e-04),
(3.59999192e+02, 4.77980242e-03), (5.58344100e-03, -4.44522009e-03),
(3.59994263e+02, -6.88977632e-03), (8.89240071e-04, -2.62918710e-03),
(3.59998007e+02, -8.09516813e-03), (3.59997244e+02, 5.32192268e-03),
(4.01434966e-04, -3.38420846e-03), (4.76953603e-03, 5.58791580e-03),
(3.59996679e+02, 2.25700266e-03), (6.45601306e-04, -1.30546809e-03),
(3.59999695e+02, 1.37771319e-03), (4.01301909e-03, 6.32844685e-03),
(1.22959408e-02, 5.39584303e-03), (2.00115588e-02, 7.91220493e-03),
(1.34167862e-03, 9.34409367e-03), (1.39126318e-03, 1.08818565e-02),
(1.90191989e-02, 1.45937799e-02), (4.42669820e-03, 1.36350375e-04),
(3.26802011e-03, 1.97203426e-03), (7.97530839e-03, 6.65751301e-03),
(6.59651434e-03, -1.43379067e-02), (1.02833714e-02, -6.90797577e-03),
(3.59999117e+02, 3.62554202e-03), (3.59996035e+02, 1.72558484e-03),
(8.94346521e-03, 3.97667102e-03), (3.59996126e+02, 7.06307894e-03),
(1.01279035e-02, -9.28427769e-03), (2.67125611e-04, 4.07441635e-03),
(9.58672345e-03, -1.36204992e-02), (9.76336432e-03, 2.39183490e-04),
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(3.59998142e+02, -1.70116052e-02), (3.59993733e+02, 9.26147728e-03),
(3.59997622e+02, -1.17697141e-02), (1.69420796e-03, 1.13801146e-02),
(3.59999990e+02, 1.00785688e-02), (1.85365481e-02, 1.48658878e-02),
(1.80156920e-02, 9.82105298e-03), (2.24526823e-02, 8.75375500e-03),
(1.38803197e-03, -1.49066513e-03), (4.26935336e-03, -1.82335844e-02),
(3.59997367e+02, -1.76036111e-02), (6.12027259e-03, 1.51956528e-02),
(6.04577922e-04, -6.75587683e-03), (3.59991924e+02, 1.07773912e-02)]>
Now, catalog_in_matches and catalog_out_matches are the matched sources in catalog_in and catalog_out, respectively, which are separated less than our max_sep value.
print('Number of matched sources using max separation of '+str(max_sep)+': ',len(catalog_matched))
Number of matched sources using max separation of 0.04 arcsec: 426
The simulated positions are in red and the sources found with source catalog are marked in blue. Matched sources from both are marked in green.
#rrr = catalog_in_matches.ra.deg
#ddd = catalog_in_matches.dec.deg
rrr = catalog_matched['sky_centroid'].ra.deg
ddd = catalog_matched['sky_centroid'].dec.deg
# make sure ra is in proper range for display
plt.figure(figsize=(20,20))
for i in range(len(rrr)):
if (rrr[i]>180.):
rrr[i] -= 360.
plt.scatter(rrr, ddd, lw=1, s=108,color='green')
plt.scatter(sim_ra, sim_dec,lw=1, s=18,color='red')
plt.scatter(cat_ra, cat_dec,lw=1, s=18,color='blue')
<matplotlib.collections.PathCollection at 0x7ff029aa57f0>
# Convert matched RA/Dec values back to x, y to plot on image
#print(catalog_out_matches)
# Read in wcs values from file header (in extension 1)
#hdu = fits.open(input_file)[1]
#wcs = WCS(hdu.header)
# convert positions from RA/Dec back to x,y
#x_matched, y_matched = wcs.world_to_pixel(catalog_out_matches)
#print(x_matched)
# Plot all matched sources in red
viz2 = LogStretch() + ManualInterval(0,10)
plt.figure(figsize=(20,20))
#plt.imshow(viz2(im_i2d.data), origin='lower')
plt.imshow(im_i2d.data, origin='lower', cmap='rainbow', vmin=0, vmax=5)
plt.colorbar()
#plt.scatter(x_matched, y_matched,lw=1, s=10,color='red')
plt.scatter(catalog_matched['xcentroid'], catalog_matched['ycentroid'], lw=1, s=10, color='red')
<matplotlib.collections.PathCollection at 0x7ff029be8cd0>
The full source_catalog output is shown with black dots and the matched sources are shown with smaller white dots over the black dots. This shows the sources that were found in the catalog (source_catalog step) but not listed as a match between the input and calculated catalogs.
viz2 = LogStretch() + ManualInterval(0,10)
plt.figure(figsize=(20,20))
#plt.imshow(viz2(im_i2d.data), origin='lower')
plt.imshow(im_i2d.data, origin='lower', cmap='rainbow', vmin=0, vmax=5)
plt.colorbar()
plt.scatter(data['xcentroid'], data['ycentroid'],lw=1, s=10,color='black')
#plt.scatter(x_matched, y_matched,lw=1, s=5,color='white')
plt.scatter(catalog_matched['xcentroid'], catalog_matched['ycentroid'], lw=1, s=5, color='white')
<matplotlib.collections.PathCollection at 0x7ff029b87ee0>
Are there more stars/galaxies in the simulation input catalogs than actually fit on the combined image? That would explain the sources beyond image edges.
print(catalog_in)
<SkyCoord (ICRS): (ra, dec) in deg
[(2.22919530e-02, 0.00666596), (3.59986872e+02, 0.00303326),
(8.52752901e-05, -0.0162536 ), ..., (2.40891246e-02, -0.00851495),
(2.51575873e-02, -0.00331181), (1.81801630e-02, 0.01669308)]>
# Read in wcs values from file header (in extension 1)
hdu = fits.open(input_file)[1]
wcs = WCS(hdu.header)
# convert positions from RA/Dec back to x,y
x_sim, y_sim = wcs.world_to_pixel(catalog_in)
# Many sources go beyond image edges. Only display sources that were actually in FOV of combined image.
minval = 0
maxval = 1140
ind = np.where((x_sim > minval) & (x_sim < 1110)& (y_sim > minval) & (y_sim < maxval))
viz2 = LogStretch() + ManualInterval(0,10)
plt.figure(figsize=(20,20))
#plt.imshow(viz2(im_i2d.data), origin='lower')
plt.imshow(im_i2d.data, origin='lower', cmap='rainbow', vmin=0, vmax=5)
plt.colorbar()
plt.scatter(x_sim[ind], y_sim[ind],lw=1, s=5,color='white')
<matplotlib.collections.PathCollection at 0x7ff029ac7bb0>
Input catalog 'combined' has Ks and J columns for stars and flux for galaxies. Output source catalog 'catalog' has aper_total_flux, 'isophotal_flux', 'aper_total_abmag', 'aper_total_vegamag', 'isophotal_abmag' and isophotal_vegamag.
The first plot compares the magnitudes for the input simulated catalog (in blue) and the sources found with source catalog in green.
flux, wref = mag2flux(combined_matched['Ks'], band="Ks", system="2MASS")
fnew = extrapolate_flux(flux, wref, 7.7, combined_matched['Teff'])
F770W_ABmag = -2.5*np.log10((fnew.to(u.Jy)).value) + 8.9
2022-03-24 14:06:58,891 - stpipe - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/astropy/units/quantity.py:613: RuntimeWarning: divide by zero encountered in true_divide result = super().__array_ufunc__(function, method, *arrays, **kwargs) 2022-03-24 14:06:58,896 - stpipe - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.9/site-packages/astropy/units/quantity.py:613: RuntimeWarning: invalid value encountered in true_divide result = super().__array_ufunc__(function, method, *arrays, **kwargs)
Magnitude Ks
------------------
20.86240321367722
19.934826556011455
19.88386593994985
19.859295642920145
19.828355268882742
19.827445257881642
19.782854718827735
19.75828442179803
19.74554426778263
19.710053838739725
...
13.952102383594207
13.881869560311879
13.126635236879519
12.776853158671695
11.94688436179194
--
--
--
--
--
--
Length = 426 rows in 2MASS band Ks -> Flux: [3.01279214e-06 7.07945512e-06 7.41966127e-06 7.58948310e-06
7.80887278e-06 7.81542054e-06 8.14307749e-06 8.32945692e-06
8.42777142e-06 8.70780950e-06 8.72241867e-06 8.82537138e-06
8.94452043e-06 9.21079708e-06 9.22625010e-06 9.24172906e-06
9.31170635e-06 9.33514966e-06 9.33514966e-06 9.46911432e-06
9.59695437e-06 9.62111583e-06 9.71837149e-06 9.71837149e-06
9.73467608e-06 9.75918427e-06 9.79195786e-06 9.85783560e-06
9.89094048e-06 1.00497133e-05 1.03488913e-05 1.04010660e-05
1.04185160e-05 1.04798217e-05 1.05712618e-05 1.06134138e-05
1.06275018e-05 1.06345528e-05 1.06698781e-05 1.07124233e-05
1.07266427e-05 1.07408810e-05 1.07765594e-05 1.08770909e-05
1.08915288e-05 1.09059860e-05 1.09277077e-05 1.09567373e-05
1.10077248e-05 1.10077248e-05 1.10736289e-05 1.10956845e-05
1.11030461e-05 1.11621153e-05 1.11621153e-05 1.12438488e-05
1.12438488e-05 1.12587736e-05 1.12662434e-05 1.13186712e-05
1.13487394e-05 1.13939915e-05 1.14166852e-05 1.14546085e-05
1.15155480e-05 1.15614652e-05 1.16075656e-05 1.16152668e-05
1.16384013e-05 1.16461230e-05 1.16538498e-05 1.16693188e-05
1.17547663e-05 1.17938126e-05 1.19830480e-05 1.19909983e-05
1.20788012e-05 1.21672471e-05 1.21672471e-05 1.21995695e-05
1.21995695e-05 1.22157630e-05 1.24117687e-05 1.24447407e-05
1.24447407e-05 1.24612595e-05 1.24860789e-05 1.25026526e-05
1.26192863e-05 1.26528096e-05 1.26612043e-05 1.27032616e-05
1.27962800e-05 1.27962800e-05 1.28302734e-05 1.28387859e-05
1.29585552e-05 1.29585552e-05 1.30707698e-05 1.32893056e-05
1.33688697e-05 1.33777395e-05 1.35204595e-05 1.36647021e-05
1.37556342e-05 1.38379902e-05 1.38839565e-05 1.38839565e-05
1.39670809e-05 1.39856204e-05 1.41442036e-05 1.42666853e-05
1.43045849e-05 1.43235725e-05 1.43902276e-05 1.44667848e-05
1.45148398e-05 1.45437493e-05 1.45920599e-05 1.46308239e-05
1.46308239e-05 1.46989089e-05 1.46989089e-05 1.48360307e-05
1.48853122e-05 1.49248552e-05 1.51233294e-05 1.51874417e-05
1.52887391e-05 1.53442768e-05 1.53814139e-05 1.54093258e-05
1.54559581e-05 1.55308635e-05 1.55402521e-05 1.56250059e-05
1.56817651e-05 1.56912450e-05 1.57959027e-05 1.58150063e-05
1.58245667e-05 1.58820508e-05 1.59108711e-05 1.59686687e-05
1.60266763e-05 1.60557590e-05 1.61726187e-05 1.61921779e-05
1.63989825e-05 1.64287409e-05 1.64784582e-05 1.64884197e-05
1.64884197e-05 1.65083608e-05 1.66184685e-05 1.66889192e-05
1.67596685e-05 1.69020681e-05 1.70148019e-05 1.71905075e-05
1.73890324e-05 1.77285861e-05 1.77607572e-05 1.77929867e-05
1.78145055e-05 1.79008413e-05 1.79333250e-05 1.79333250e-05
1.80966299e-05 1.81185159e-05 1.81294688e-05 1.81623674e-05
1.83277579e-05 1.84388542e-05 1.84946546e-05 1.85618380e-05
1.85730589e-05 1.86630710e-05 1.88786018e-05 1.91197172e-05
1.91775780e-05 1.91891712e-05 1.92356139e-05 1.94695194e-05
1.95166407e-05 1.95166407e-05 1.96824651e-05 1.97181818e-05
1.97301018e-05 1.97420290e-05 1.98257213e-05 1.98616980e-05
2.00789332e-05 2.02128560e-05 2.02740249e-05 2.02985443e-05
2.03722805e-05 2.05205575e-05 2.06506823e-05 2.07066309e-05
2.07189739e-05 2.09424114e-05 2.13837943e-05 2.14987886e-05
2.15757948e-05 2.16144013e-05 2.19257505e-05 2.19780763e-05
2.20305270e-05 2.20699471e-05 2.22415845e-05 2.22813823e-05
2.23611917e-05 2.25485271e-05 2.26697849e-05 2.27645471e-05
2.28460872e-05 2.28869666e-05 2.30364861e-05 2.30495456e-05
2.30495456e-05 2.30756868e-05 2.31542884e-05 2.32595071e-05
2.33255115e-05 2.34182324e-05 2.35780409e-05 2.36047814e-05
2.37254898e-05 2.44905577e-05 2.46018487e-05 2.46996432e-05
2.48822941e-05 2.50520934e-05 2.51516777e-05 2.51659363e-05
2.53951763e-05 2.54239777e-05 2.54672411e-05 2.56265044e-05
2.57137947e-05 2.57867638e-05 2.58306445e-05 2.59774537e-05
2.59774537e-05 2.60069155e-05 2.61250973e-05 2.61695538e-05
2.61843894e-05 2.62884746e-05 2.64528737e-05 2.66333909e-05
2.66635966e-05 2.69369944e-05 2.73523564e-05 2.77426594e-05
2.80589079e-05 2.80911693e-05 2.81249499e-05 2.81587711e-05
2.85506507e-05 2.85849838e-05 2.88958459e-05 2.99027209e-05
3.01191249e-05 3.01734701e-05 3.02097547e-05 3.07038893e-05
3.09446805e-05 3.09632810e-05 3.10751185e-05 3.13941902e-05
3.18119747e-05 3.20807276e-05 3.21579303e-05 3.27429038e-05
3.29600501e-05 3.32185350e-05 3.46456235e-05 3.54245445e-05
3.57667762e-05 3.61992188e-05 3.67471321e-05 3.79590938e-05
3.82797786e-05 3.84180430e-05 3.86495943e-05 3.86976757e-05
3.88191603e-05 3.88191603e-05 3.95561189e-05 3.95809237e-05
3.98048678e-05 3.99548674e-05 4.04082661e-05 4.09180794e-05
4.11753930e-05 4.16948847e-05 4.17471930e-05 4.34561611e-05
4.34561611e-05 4.36746434e-05 4.46434923e-05 4.49242332e-05
4.55480931e-05 4.56910834e-05 4.58345226e-05 4.62965610e-05
4.67632570e-05 4.71754736e-05 4.75614990e-05 4.91990934e-05
5.06384795e-05 5.09888739e-05 5.10848561e-05 5.13738880e-05
5.32427838e-05 5.34769357e-05 5.55038117e-05 5.83557094e-05
5.99172328e-05 6.09401169e-05 6.15205406e-05 6.38980466e-05
6.39413267e-05 6.79130301e-05 6.90256622e-05 7.03944407e-05
7.16932091e-05 7.33131782e-05 7.39613527e-05 7.52239926e-05
7.70801571e-05 7.87530785e-05 7.89005046e-05 8.07416132e-05
8.15510159e-05 8.25741890e-05 8.50824871e-05 8.56145636e-05
8.58818484e-05 8.83803564e-05 8.85458048e-05 8.90440107e-05
8.98805910e-05 9.31899867e-05 9.34226620e-05 9.67417800e-05
9.96183139e-05 1.00053991e-04 1.02388707e-04 1.05236145e-04
1.05630519e-04 1.11072583e-04 1.13251811e-04 1.14031116e-04
1.14684631e-04 1.15144319e-04 1.15605850e-04 1.16069230e-04
1.27255001e-04 1.28791364e-04 1.39041200e-04 1.42663155e-04
1.54503139e-04 1.55451849e-04 1.56269665e-04 1.56406385e-04
1.62328917e-04 1.67081831e-04 1.73484444e-04 1.82032707e-04
1.82910365e-04 1.86813490e-04 1.88217100e-04 1.88588221e-04
2.03658780e-04 2.18916126e-04 2.26075728e-04 2.29569297e-04
2.35809647e-04 2.44001880e-04 2.45379014e-04 2.53696727e-04
2.54026439e-04 2.92712299e-04 3.11178933e-04 3.25501567e-04
3.28755549e-04 3.30472978e-04 3.50017967e-04 3.59098450e-04
3.66040926e-04 3.83711622e-04 3.98491438e-04 4.32269684e-04
4.43532497e-04 4.70444602e-04 5.01225556e-04 5.16234099e-04
5.21118026e-04 5.68069522e-04 6.27143347e-04 6.30880897e-04
6.36739187e-04 6.98896707e-04 7.44336141e-04 7.49118509e-04
8.01996302e-04 8.28825166e-04 8.58015300e-04 9.43029406e-04
9.67280735e-04 9.95125008e-04 1.14335255e-03 1.75020734e-03
1.86716471e-03 3.74348727e-03 5.16641385e-03 1.10962622e-02
6.66700000e+03 6.66700000e+03 6.66700000e+03 6.66700000e+03
6.66700000e+03 6.66700000e+03] Jy at 2.159 micron microns
Assuming T= Teff
------------------
2757.146044015592
3002.7093847679253
3014.598904246537
3020.348160630979
3027.603564679291
3027.817222554704
3038.304949662553
3044.099416749077
3047.1083045162154
3055.505897602176
...
5193.997188026154
5115.269231711902
4892.405122741114
4855.908749660536
4747.458346750021
--
--
--
--
--
--
Length = 426 rows K, Flux: [3.01279214e-03 7.07945512e-03 7.41966127e-03 7.58948310e-03
7.80887278e-03 7.81542054e-03 8.14307749e-03 8.32945692e-03
8.42777142e-03 8.70780950e-03 8.72241867e-03 8.82537138e-03
8.94452043e-03 9.21079708e-03 9.22625010e-03 9.24172906e-03
9.31170635e-03 9.33514966e-03 9.33514966e-03 9.46911432e-03
9.59695437e-03 9.62111583e-03 9.71837149e-03 9.71837149e-03
9.73467608e-03 9.75918427e-03 9.79195786e-03 9.85783560e-03
9.89094048e-03 1.00497133e-02 1.03488913e-02 1.04010660e-02
1.04185160e-02 1.04798217e-02 1.05712618e-02 1.06134138e-02
1.06275018e-02 1.06345528e-02 1.06698781e-02 1.07124233e-02
1.07266427e-02 1.07408810e-02 1.07765594e-02 1.08770909e-02
1.08915288e-02 1.09059860e-02 1.09277077e-02 1.09567373e-02
1.10077248e-02 1.10077248e-02 1.10736289e-02 1.10956845e-02
1.11030461e-02 1.11621153e-02 1.11621153e-02 1.12438488e-02
1.12438488e-02 1.12587736e-02 1.12662434e-02 1.13186712e-02
1.13487394e-02 1.13939915e-02 1.14166852e-02 1.14546085e-02
1.15155480e-02 1.15614652e-02 1.16075656e-02 1.16152668e-02
1.16384013e-02 1.16461230e-02 1.16538498e-02 1.16693188e-02
1.17547663e-02 1.17938126e-02 1.19830480e-02 1.19909983e-02
1.20788012e-02 1.21672471e-02 1.21672471e-02 1.21995695e-02
1.21995695e-02 1.22157630e-02 1.24117687e-02 1.24447407e-02
1.24447407e-02 1.24612595e-02 1.24860789e-02 1.25026526e-02
1.26192863e-02 1.26528096e-02 1.26612043e-02 1.27032616e-02
1.27962800e-02 1.27962800e-02 1.28302734e-02 1.28387859e-02
1.29585552e-02 1.29585552e-02 1.30707698e-02 1.32893056e-02
1.33688697e-02 1.33777395e-02 1.35204595e-02 1.36647021e-02
1.37556342e-02 1.38379902e-02 1.38839565e-02 1.38839565e-02
1.39670809e-02 1.39856204e-02 1.41442036e-02 1.42666853e-02
1.43045849e-02 1.43235725e-02 1.43902276e-02 1.44667848e-02
1.45148398e-02 1.45437493e-02 1.45920599e-02 1.46308239e-02
1.46308239e-02 1.46989089e-02 1.46989089e-02 1.48360307e-02
1.48853122e-02 1.49248552e-02 1.51233294e-02 1.51874417e-02
1.52887391e-02 1.53442768e-02 1.53814139e-02 1.54093258e-02
1.54559581e-02 1.55308635e-02 1.55402521e-02 1.56250059e-02
1.56817651e-02 1.56912450e-02 1.57959027e-02 1.58150063e-02
1.58245667e-02 1.58820508e-02 1.59108711e-02 1.59686687e-02
1.60266763e-02 1.60557590e-02 1.61726187e-02 1.61921779e-02
1.63989825e-02 1.64287409e-02 1.64784582e-02 1.64884197e-02
1.64884197e-02 1.65083608e-02 1.66184685e-02 1.66889192e-02
1.67596685e-02 1.69020681e-02 1.70148019e-02 1.71905075e-02
1.73890324e-02 1.77285861e-02 1.77607572e-02 1.77929867e-02
1.78145055e-02 1.79008413e-02 1.79333250e-02 1.79333250e-02
1.80966299e-02 1.81185159e-02 1.81294688e-02 1.81623674e-02
1.83277579e-02 1.84388542e-02 1.84946546e-02 1.85618380e-02
1.85730589e-02 1.86630710e-02 1.88786018e-02 1.91197172e-02
1.91775780e-02 1.91891712e-02 1.92356139e-02 1.94695194e-02
1.95166407e-02 1.95166407e-02 1.96824651e-02 1.97181818e-02
1.97301018e-02 1.97420290e-02 1.98257213e-02 1.98616980e-02
2.00789332e-02 2.02128560e-02 2.02740249e-02 2.02985443e-02
2.03722805e-02 2.05205575e-02 2.06506823e-02 2.07066309e-02
2.07189739e-02 2.09424114e-02 2.13837943e-02 2.14987886e-02
2.15757948e-02 2.16144013e-02 2.19257505e-02 2.19780763e-02
2.20305270e-02 2.20699471e-02 2.22415845e-02 2.22813823e-02
2.23611917e-02 2.25485271e-02 2.26697849e-02 2.27645471e-02
2.28460872e-02 2.28869666e-02 2.30364861e-02 2.30495456e-02
2.30495456e-02 2.30756868e-02 2.31542884e-02 2.32595071e-02
2.33255115e-02 2.34182324e-02 2.35780409e-02 2.36047814e-02
2.37254898e-02 2.44905577e-02 2.46018487e-02 2.46996432e-02
2.48822941e-02 2.50520934e-02 2.51516777e-02 2.51659363e-02
2.53951763e-02 2.54239777e-02 2.54672411e-02 2.56265044e-02
2.57137947e-02 2.57867638e-02 2.58306445e-02 2.59774537e-02
2.59774537e-02 2.60069155e-02 2.61250973e-02 2.61695538e-02
2.61843894e-02 2.62884746e-02 2.64528737e-02 2.66333909e-02
2.66635966e-02 2.69369944e-02 2.73523564e-02 2.77426594e-02
2.80589079e-02 2.80911693e-02 2.81249499e-02 2.81587711e-02
2.85506507e-02 2.85849838e-02 2.88958459e-02 2.99027209e-02
3.01191249e-02 3.01734701e-02 3.02097547e-02 3.07038893e-02
3.09446805e-02 3.09632810e-02 3.10751185e-02 3.13941902e-02
3.18119747e-02 3.20807276e-02 3.21579303e-02 3.27429038e-02
3.29600501e-02 3.32185350e-02 3.46456235e-02 3.54245445e-02
3.57667762e-02 3.61992188e-02 3.67471321e-02 3.79590938e-02
3.82797786e-02 3.84180430e-02 3.86495943e-02 3.86976757e-02
3.88191603e-02 3.88191603e-02 3.95561189e-02 3.95809237e-02
3.98048678e-02 3.99548674e-02 4.04082661e-02 4.09180794e-02
4.11753930e-02 4.16948847e-02 4.17471930e-02 4.34561611e-02
4.34561611e-02 4.36746434e-02 4.46434923e-02 4.49242332e-02
4.55480931e-02 4.56910834e-02 4.58345226e-02 4.62965610e-02
4.67632570e-02 4.71754736e-02 4.75614990e-02 4.91990934e-02
5.06384795e-02 5.09888739e-02 5.10848561e-02 5.13738880e-02
5.32427838e-02 5.34769357e-02 5.55038117e-02 5.83557094e-02
5.99172328e-02 6.09401169e-02 6.15205406e-02 6.38980466e-02
6.39413267e-02 6.79130301e-02 6.90256622e-02 7.03944407e-02
7.16932091e-02 7.33131782e-02 7.39613527e-02 7.52239926e-02
7.70801571e-02 7.87530785e-02 7.89005046e-02 8.07416132e-02
8.15510159e-02 8.25741890e-02 8.50824871e-02 8.56145636e-02
8.58818484e-02 8.83803564e-02 8.85458048e-02 8.90440107e-02
8.98805910e-02 9.31899867e-02 9.34226620e-02 9.67417800e-02
9.96183139e-02 1.00053991e-01 1.02388707e-01 1.05236145e-01
1.05630519e-01 1.11072583e-01 1.13251811e-01 1.14031116e-01
1.14684631e-01 1.15144319e-01 1.15605850e-01 1.16069230e-01
1.27255001e-01 1.28791364e-01 1.39041200e-01 1.42663155e-01
1.54503139e-01 1.55451849e-01 1.56269665e-01 1.56406385e-01
1.62328917e-01 1.67081831e-01 1.73484444e-01 1.82032707e-01
1.82910365e-01 1.86813490e-01 1.88217100e-01 1.88588221e-01
2.03658780e-01 2.18916126e-01 2.26075728e-01 2.29569297e-01
2.35809647e-01 2.44001880e-01 2.45379014e-01 2.53696727e-01
2.54026439e-01 2.92712299e-01 3.11178933e-01 3.25501567e-01
3.28755549e-01 3.30472978e-01 3.50017967e-01 3.59098450e-01
3.66040926e-01 3.83711622e-01 3.98491438e-01 4.32269684e-01
4.43532497e-01 4.70444602e-01 5.01225556e-01 5.16234099e-01
5.21118026e-01 5.68069522e-01 6.27143347e-01 6.30880897e-01
6.36739187e-01 6.98896707e-01 7.44336141e-01 7.49118509e-01
8.01996302e-01 8.28825166e-01 8.58015300e-01 9.43029406e-01
9.67280735e-01 9.95125008e-01 1.14335255e+00 1.75020734e+00
1.86716471e+00 3.74348727e+00 5.16641385e+00 1.10962622e+01
6.66700000e+06 6.66700000e+06 6.66700000e+06 6.66700000e+06
6.66700000e+06 6.66700000e+06] mJy at 2.159 micron -> Flux: [6.99680343e-04 1.48276837e-03 1.54701431e-03 1.57898997e-03
1.62020939e-03 1.62143808e-03 1.68281398e-03 1.71763304e-03
1.73597357e-03 1.78811728e-03 1.79083366e-03 1.80996561e-03
1.83208417e-03 1.88142719e-03 1.88428708e-03 1.88715137e-03
1.90009532e-03 1.90442990e-03 1.90442990e-03 1.92918228e-03
1.95277602e-03 1.95723226e-03 1.97516034e-03 1.97516034e-03
1.97816448e-03 1.98267935e-03 1.98871540e-03 2.00084335e-03
2.00693537e-03 2.03612980e-03 2.09103890e-03 2.10060125e-03
2.10379853e-03 2.11502782e-03 2.13183778e-03 2.13969071e-03
2.14231483e-03 2.14362811e-03 2.15020666e-03 2.15812779e-03
2.16077470e-03 2.16342487e-03 2.17006465e-03 2.18876550e-03
2.19145027e-03 2.19413836e-03 2.19817673e-03 2.20357288e-03
2.21304828e-03 2.21304828e-03 2.22529129e-03 2.22938745e-03
2.23075452e-03 2.24172155e-03 2.24172155e-03 2.25688999e-03
2.25688999e-03 2.25965898e-03 2.26104476e-03 2.27076922e-03
2.27634496e-03 2.28473446e-03 2.28894088e-03 2.29596894e-03
2.30725909e-03 2.31576340e-03 2.32429930e-03 2.32572502e-03
2.33000750e-03 2.33143676e-03 2.33286690e-03 2.33572983e-03
2.35153937e-03 2.35876112e-03 2.39373787e-03 2.39520653e-03
2.41142176e-03 2.42774761e-03 2.42774761e-03 2.43371186e-03
2.43371186e-03 2.43669952e-03 2.47284099e-03 2.47891688e-03
2.47891688e-03 2.48196045e-03 2.48653288e-03 2.48958588e-03
2.51106291e-03 2.51723342e-03 2.51877844e-03 2.52651785e-03
2.54362901e-03 2.54362901e-03 2.54988016e-03 2.55144537e-03
2.57346015e-03 2.57346015e-03 2.59407380e-03 2.63418422e-03
2.64877646e-03 2.65040284e-03 2.67656216e-03 2.70298163e-03
2.71962707e-03 2.73469625e-03 2.74310434e-03 2.74310434e-03
2.75830459e-03 2.76169394e-03 2.79067329e-03 2.81304053e-03
2.81995903e-03 2.82342471e-03 2.83558840e-03 2.84955443e-03
2.85831837e-03 2.86358976e-03 2.87239719e-03 2.87946278e-03
2.87946278e-03 2.89186972e-03 2.89186972e-03 2.91684542e-03
2.92581788e-03 2.93301587e-03 2.96927209e-03 2.98101491e-03
2.99956238e-03 3.00972807e-03 3.01652445e-03 3.02163186e-03
3.03016356e-03 3.04386471e-03 3.04558173e-03 3.06107883e-03
3.07145429e-03 3.07318696e-03 3.09231145e-03 3.09580147e-03
3.09754797e-03 3.10804778e-03 3.11331111e-03 3.12386468e-03
3.13445424e-03 3.13976256e-03 3.16108642e-03 3.16465453e-03
3.20236525e-03 3.20778928e-03 3.21684987e-03 3.21866507e-03
3.21866507e-03 3.22229858e-03 3.24235673e-03 3.25518635e-03
3.26806705e-03 3.29398249e-03 3.31448957e-03 3.34643526e-03
3.38250597e-03 3.44414298e-03 3.44997907e-03 3.45582510e-03
3.45972799e-03 3.47538395e-03 3.48127329e-03 3.48127329e-03
3.51087093e-03 3.51483636e-03 3.51682077e-03 3.52278075e-03
3.55273340e-03 3.57284404e-03 3.58294226e-03 3.59509804e-03
3.59712803e-03 3.61340953e-03 3.65237583e-03 3.69593586e-03
3.70638409e-03 3.70847730e-03 3.71686203e-03 3.75907263e-03
3.76757244e-03 3.76757244e-03 3.79747432e-03 3.80391286e-03
3.80606148e-03 3.80821132e-03 3.82329444e-03 3.82977702e-03
3.86890533e-03 3.89301479e-03 3.90402354e-03 3.90843580e-03
3.92170271e-03 3.94837258e-03 3.97197406e-03 3.98190208e-03
3.98406997e-03 4.02329660e-03 4.10069181e-03 4.12083556e-03
4.13432026e-03 4.14107933e-03 4.19555552e-03 4.20470506e-03
4.21387477e-03 4.22076531e-03 4.25075616e-03 4.25770766e-03
4.27164515e-03 4.30434556e-03 4.32550075e-03 4.34202741e-03
4.35624391e-03 4.36336979e-03 4.38942497e-03 4.39170010e-03
4.39170010e-03 4.39625393e-03 4.40994408e-03 4.42826467e-03
4.43975407e-03 4.45588988e-03 4.48368928e-03 4.48833952e-03
4.50932602e-03 4.64215568e-03 4.66145150e-03 4.67840183e-03
4.71004644e-03 4.73944882e-03 4.75668579e-03 4.75915338e-03
4.79881124e-03 4.80379189e-03 4.81127268e-03 4.83880307e-03
4.85388669e-03 4.86649267e-03 4.87407213e-03 4.89942326e-03
4.89942326e-03 4.90450945e-03 4.92490763e-03 4.93257903e-03
4.93513885e-03 4.95309519e-03 4.98144579e-03 5.01256077e-03
5.01776566e-03 5.06485613e-03 5.13633054e-03 5.20341909e-03
5.25772694e-03 5.26325468e-03 5.26900958e-03 5.27477084e-03
5.34148554e-03 5.34732703e-03 5.40019237e-03 5.57111560e-03
5.60779163e-03 5.61699877e-03 5.62314535e-03 5.70679377e-03
5.74751705e-03 5.75066176e-03 5.76956667e-03 5.82347288e-03
5.89399139e-03 5.93931619e-03 5.95233081e-03 6.05086501e-03
6.08740645e-03 6.13087986e-03 6.37042691e-03 6.50084911e-03
6.55808167e-03 6.63033999e-03 6.72179702e-03 6.92372519e-03
6.97707171e-03 7.00006164e-03 7.03854864e-03 7.04642662e-03
7.06625921e-03 7.06625921e-03 7.18645275e-03 7.19049482e-03
7.22697764e-03 7.25140404e-03 7.32518820e-03 7.40806650e-03
7.44986260e-03 7.53417562e-03 7.54266010e-03 7.81935559e-03
7.81935559e-03 7.85466070e-03 8.01103626e-03 8.05629368e-03
8.15677716e-03 8.17979145e-03 8.20287175e-03 8.27717455e-03
8.35216162e-03 8.41834163e-03 8.48027174e-03 8.74251706e-03
8.97240546e-03 9.02828316e-03 9.04358382e-03 9.08964410e-03
9.38694770e-03 9.42413366e-03 9.73948202e-03 1.01787140e-02
1.04183186e-02 1.05749437e-02 1.06637055e-02 1.10264539e-02
1.10330452e-02 1.16361334e-02 1.18044717e-02 1.20112118e-02
1.22070262e-02 1.24508001e-02 1.25481952e-02 1.27376913e-02
1.30157244e-02 1.32564846e-02 1.32775181e-02 1.35398195e-02
1.36549197e-02 1.38002347e-02 1.41556231e-02 1.42308584e-02
1.42686326e-02 1.46211081e-02 1.46444092e-02 1.47145454e-02
1.48322194e-02 1.52965481e-02 1.53291248e-02 1.57928767e-02
1.61933860e-02 1.62539364e-02 1.65779326e-02 1.69720061e-02
1.70264948e-02 1.77501344e-02 1.80320324e-02 1.81326799e-02
1.82170172e-02 1.82763059e-02 1.83358034e-02 1.83955104e-02
1.98284117e-02 2.00240211e-02 2.13221972e-02 2.17782325e-02
2.32181045e-02 2.33284949e-02 2.34235917e-02 2.34394841e-02
2.41263997e-02 2.46755729e-02 2.54125586e-02 2.63917665e-02
2.64920071e-02 2.69339546e-02 2.70902461e-02 2.71315490e-02
2.88021709e-02 3.04841287e-02 3.12811106e-02 3.16769541e-02
3.24077115e-02 3.33634075e-02 3.35237119e-02 3.44900788e-02
3.45283211e-02 3.90277055e-02 4.11882570e-02 4.28677460e-02
4.32484531e-02 4.34492626e-02 4.57456814e-02 4.68098570e-02
4.76217056e-02 4.97111799e-02 5.14592824e-02 5.54615463e-02
5.67941541e-02 5.99973614e-02 6.36701575e-02 6.54734596e-02
6.60597416e-02 7.17236655e-02 7.88835822e-02 7.93391316e-02
8.00530111e-02 8.76398415e-02 9.32034433e-02 9.37922049e-02
1.00335182e-01 1.03658599e-01 1.07309319e-01 1.18000355e-01
1.21062007e-01 1.24598346e-01 1.43742180e-01 2.32355761e-01
2.50126099e-01 5.15326268e-01 7.14572980e-01 1.55716970e+00
nan nan nan nan
nan nan] mJy at 7.7 micron
Simulated stars in blue, sources found in green.
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.scatter(catalog_matched['xcentroid'], F770W_ABmag, color='blue', label='Simulated stars')
ax.scatter(catalog_matched['xcentroid'], catalog_matched['aper_total_abmag'], color='green', label='Sources found')
ax.legend()
plt.xlabel('X position in pixels')
plt.ylabel('AB mag')
Text(0, 0.5, 'AB mag')
Found catalog minus matched simulated AB mag vs. x position and vs. y position, with the median magnitude difference plotted as a horizontal line in red.
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.set_ylim(-1,1)
ax.scatter(catalog_matched['xcentroid'], F770W_ABmag-catalog_matched['aper_total_abmag'], color='blue')
#ax.legend()
plt.title('ABmag difference (simulated - found) vs. x position')
plt.xlabel('X position in pixels')
plt.ylabel('Delta AB mag')
ok = np.logical_and(F770W_ABmag>0, F770W_ABmag<100)
m = F770W_ABmag[ok]-catalog_matched['aper_total_abmag'][ok]
np.median(m)
plt.hlines(np.median(m), min(catalog_matched['xcentroid']), max(catalog_matched['xcentroid']), color='red')
<matplotlib.collections.LineCollection at 0x7ff02bcd3ac0>
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.set_ylim(-1,1)
ax.scatter(catalog_matched['ycentroid'], F770W_ABmag-catalog_matched['aper_total_abmag'], color='blue')
#ax.legend()
plt.title('ABmag difference (simulated - found) vs. y position')
plt.xlabel('Y position in pixels')
plt.ylabel('Delta AB mag')
ok = np.logical_and(F770W_ABmag>0, F770W_ABmag<100)
m = F770W_ABmag[ok]-catalog_matched['aper_total_abmag'][ok]
np.median(m)
plt.hlines(np.median(m), min(catalog_matched['ycentroid']), max(catalog_matched['ycentroid']), color='red')
<matplotlib.collections.LineCollection at 0x7ff02c9f18e0>
Median difference marked by line in red.
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.set_ylim(-1,1)
ax.scatter(F770W_ABmag, F770W_ABmag-catalog_matched['aper_total_abmag'], color='blue')
#ax.legend()
plt.title('Difference in AB mag (simulated-found) vs. ABmag (simulated)')
plt.xlabel('AB mag')
plt.ylabel('Delta AB mag')
ok = np.logical_and(F770W_ABmag>0, F770W_ABmag<100)
m = F770W_ABmag[ok]-catalog_matched['aper_total_abmag'][ok]
np.median(m)
plt.hlines(np.median(m), 16, 24.5, color='red')
<matplotlib.collections.LineCollection at 0x7ff029a54220>
Look at the matched image to see what sources were matched between the simulated and found catalogs and see if there is a pattern to which 'found' sources were not matched to the simulated catalog. Are they mostly galaxies or were the found sources in areas of confusion between two stars or sources where the source finding algorithm might not have pinpointed the actual centroid of the source. If the majority of the sources matched seem to be the stars that are clearly marked and properly found, that part of the test passes.
If the plots showing magnitudes of the matched sources show that they're close (exact criteria for 'close' TBD), then that test passes.
This test is mostly visual inspection of the images and plots. As long as nothing is obviously wrong (no columns in the table marked as all NaNs, sources found seem to be real sources, and a good number of them match the simulated sources input into the image), then this test passes.
Authors: M. Cracraft, M. Libralato and T. Temim, MIRI Branch
Updated On: 08/18/2021